Major
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Major | Gender | Career | Ethnicity | First Generation Students | Dependents | Medical Condition | Medical Care | Analysis
Function
To begin, let’s explore the function we created to run all of this statistical analysis:
mysubsetMDS <- function(x){
mysubset <- df %>%
select(starts_with(x))
meta <- metaMDS(mysubset)
MDS_df <- data.frame(MDS1=meta$points[,1],MDS2=meta$points[,2]) %>%
cbind(demo)
return(MDS_df)
}
In English, this function allows us to run the MDS according to
each subset of demographic and each subset of question type that we
want. Obviously, in this page, we are exploring Majors.
Question Types
Science Identity
Let’s explore the science identity subset of questions first. Running
our function we created and plotting it, we are left with this image of
the plot:
This is
great and all, but let’s run an adonis test to see if there is a
significant difference in how different majors responded to science
identity questions:
## $aov.tab
## Permutation: free
## Number of permutations: 999
##
## Terms added sequentially (first to last)
##
## Df SumsOfSqs MeanSqs F.Model R2 Pr(>F)
## demo$major 8 0.8771 0.109636 3.6695 0.08833 0.002 **
## Residuals 303 9.0528 0.029877 0.91167
## Total 311 9.9299 1.00000
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## $call
## adonis(formula = si ~ demo$major)
##
## $coefficients
## si1 si2 si3 si4 si5
## (Intercept) 3.39538916 3.52857403 3.3043942 3.3621139 3.13014002
## demo$major1 0.68911788 0.49959498 0.1744791 0.2153509 0.26422618
## demo$major2 0.03318227 0.32856883 0.5527487 0.4950289 0.01271713
## demo$major3 -0.10967487 1.18571168 0.8384630 0.6378861 0.29843141
## demo$major4 0.60461084 -1.52857403 0.6956058 0.6378861 -0.13014002
## demo$major5 -0.26205583 0.33809264 0.1622725 -0.1621139 -0.06347335
## demo$major6 -0.33694760 -0.06104156 -0.5511474 -0.2906854 0.07115869
## demo$major7 0.10461084 -0.02857403 -0.3043942 0.1378861 -0.13014002
## demo$major8 -0.26495438 -0.26770447 -0.8261333 -0.8403748 -0.13014002
##
## $coef.sites
## 1 2 3 4 5
## (Intercept) 0.177521936 0.15455148 0.170579848 0.3590804229 0.18400289
## demo$major1 -0.038383293 -0.03373742 0.011079587 0.0403238276 -0.04230108
## demo$major2 -0.049391197 -0.02153849 -0.025817693 0.0193428929 -0.04638060
## demo$major3 -0.069446658 -0.04146574 -0.025924263 0.0548907945 -0.06742993
## demo$major4 -0.019627199 -0.01941634 0.016920152 0.0009195771 -0.03400289
## demo$major5 -0.005875545 0.01386430 -0.010752306 -0.0058594817 0.01076676
## demo$major6 0.039588215 0.02719478 0.002012574 -0.0317964878 0.03497472
## demo$major7 -0.002521936 -0.05349567 -0.025549422 0.0264414626 -0.01476222
## demo$major8 0.061470923 0.04812828 0.006616152 -0.0511705990 0.06903515
## 6 7 8 9 10
## (Intercept) 0.136006257 0.186292981 0.179268865 0.12660566 0.1622526975
## demo$major1 0.002707643 0.025827398 -0.038677357 -0.01522885 -0.0388896897
## demo$major2 -0.033684883 -0.019238376 -0.054344980 -0.03430554 -0.0434242998
## demo$major3 -0.015973535 0.019033355 -0.081954752 -0.02565756 -0.0561066055
## demo$major4 0.015508895 0.013707019 -0.029268865 -0.04089137 -0.0271175624
## demo$major5 0.003507357 -0.005577643 0.006195111 0.01441252 -0.0001655497
## demo$major6 0.010480727 -0.008847942 0.042259016 0.02872846 0.0359604647
## demo$major7 -0.059815780 -0.036987425 -0.010028196 -0.05059215 -0.0099148393
## demo$major8 0.019069821 -0.012715552 0.073769179 0.04040277 0.0586553382
## 11 12 13 14 15
## (Intercept) 0.456170565 0.143998903 0.13551328 0.13551328 0.160252097
## demo$major1 0.039778322 0.013177572 -0.02688554 -0.02688554 -0.014912115
## demo$major2 0.037625439 -0.027893210 -0.03848939 -0.03848939 -0.054384673
## demo$major3 0.081087734 0.008501462 -0.04441520 -0.04441520 -0.084191614
## demo$major4 0.022090304 -0.018998903 -0.05443219 -0.05443219 -0.025116962
## demo$major5 -0.001539341 0.011701655 0.01597075 0.01597075 -0.008340388
## demo$major6 -0.029798835 0.010747079 0.03497428 0.03497428 0.037897851
## demo$major7 0.003829435 -0.067933994 -0.03445747 -0.03445747 -0.007914239
## demo$major8 -0.073647647 0.018145003 0.06292218 0.06292218 0.066197326
## 16 17 18 19 20
## (Intercept) 0.139205265 0.14795550 0.190906276 0.164765777 0.187110305
## demo$major1 -0.028730717 -0.03452212 0.011360846 -0.045588356 0.031964991
## demo$major2 -0.048643963 -0.04108805 -0.030018544 -0.035626576 -0.020840630
## demo$major3 -0.062768842 -0.06865338 -0.030502314 -0.075824330 0.018216030
## demo$major4 -0.058124184 -0.04269234 0.034900175 -0.036560649 -0.053776972
## demo$major5 0.005950139 0.01010115 -0.010693832 0.005787085 0.004530339
## demo$major6 0.042224966 0.03880713 0.001455824 0.039976827 0.006355578
## demo$major7 -0.012508432 -0.02295550 -0.043720129 -0.017069300 -0.037804750
## demo$major8 0.068174846 0.07115460 0.019791890 0.073846861 0.013250404
## 21 22 23 24 25
## (Intercept) 0.163308302 0.149438600 0.140225338 0.17624095 0.14584981
## demo$major1 -0.026247969 -0.011006429 -0.012867451 -0.01006161 -0.02091877
## demo$major2 -0.023887308 -0.029420229 -0.037925819 -0.01261670 -0.04290641
## demo$major3 -0.022616263 0.004747329 -0.052014367 0.01146595 -0.02807652
## demo$major4 -0.020451159 0.002076552 -0.029114227 0.01125905 -0.03473870
## demo$major5 0.007459141 0.010367375 0.007711158 0.01180385 0.01631630
## demo$major6 0.019596115 0.008346228 0.026631392 0.01495181 0.02923132
## demo$major7 -0.029017761 -0.039914790 -0.038151973 -0.06569328 -0.04377645
## demo$major8 0.026064588 0.005649771 0.057983201 -0.00555193 0.04187245
## 26 27 28 29 30
## (Intercept) 0.211779669 0.13551328 0.215861726 1.311123e-01 0.264697095
## demo$major1 -0.051725716 -0.02688554 0.016414306 -3.691263e-05 0.018851914
## demo$major2 -0.046375805 -0.03848939 -0.007101208 -3.350950e-02 0.005791976
## demo$major3 -0.085732717 -0.04441520 0.017461988 -3.310029e-02 0.019756436
## demo$major4 -0.021303478 -0.05443219 -0.015861726 -1.346525e-02 0.092445762
## demo$major5 0.001238219 0.01597075 0.017635865 5.561582e-03 -0.014784315
## demo$major6 0.039332593 0.03497428 0.001719590 1.962682e-02 -0.023967806
## demo$major7 -0.002572209 -0.03445747 -0.066556170 -5.494743e-02 -0.031363762
## demo$major8 0.073556867 0.06292218 0.001150289 3.438157e-02 -0.053775438
## 31 32 33 34 35
## (Intercept) 0.234422411 0.13551328 0.406259932 0.210293578 0.136006257
## demo$major1 0.037164570 -0.02688554 0.037301261 0.027030808 0.002707643
## demo$major2 0.001268126 -0.03848939 0.027492535 -0.004327835 -0.033684883
## demo$major3 0.050031121 -0.04441520 0.072698838 0.033329723 -0.015973535
## demo$major4 -0.020136697 -0.05443219 0.010406735 0.031085733 0.015508895
## demo$major5 -0.004558471 0.01597075 0.001832928 -0.011434238 0.003507357
## demo$major6 -0.015586783 0.03497428 -0.027150862 -0.016281313 0.010480727
## demo$major7 -0.001089078 -0.03445747 -0.008824034 -0.020467275 -0.059815780
## demo$major8 -0.038331153 0.06292218 -0.054210811 -0.039833724 0.019069821
## 36 37 38 39 40
## (Intercept) 0.19983046 0.14584981 0.139205265 0.13637335 0.143998903
## demo$major1 0.01515016 -0.02091877 -0.028730717 -0.02173401 0.013177572
## demo$major2 -0.01158276 -0.04290641 -0.048643963 -0.02681868 -0.027893210
## demo$major3 0.00549588 -0.02807652 -0.062768842 -0.03292158 0.008501462
## demo$major4 0.06683621 -0.03473870 -0.058124184 -0.02526224 -0.018998903
## demo$major5 -0.01948142 0.01631630 0.005950139 0.01858555 0.011701655
## demo$major6 -0.01548842 0.02923132 0.042224966 0.02555109 0.010747079
## demo$major7 -0.01348786 -0.04377645 -0.012508432 -0.06061578 -0.067933994
## demo$major8 -0.03679328 0.04187245 0.068174846 0.04445578 0.018145003
## 41 42 43 44 45
## (Intercept) 0.1718855814 0.1718855814 0.131364832 0.12660566 0.306203510
## demo$major1 -0.0333347267 -0.0333347267 -0.013015386 -0.01522885 0.042353106
## demo$major2 -0.0619176857 -0.0619176857 -0.034527334 -0.03430554 0.021062754
## demo$major3 -0.0767691443 -0.0767691443 -0.008849687 -0.02565756 0.068596258
## demo$major4 -0.0436804532 -0.0436804532 -0.013717773 -0.04089137 0.001488798
## demo$major5 0.0021593440 0.0021593440 0.012722181 0.01441252 0.001962422
## demo$major6 0.0456350039 0.0456350039 0.020164004 0.02872846 -0.024944140
## demo$major7 0.0002011395 0.0002011395 -0.055199958 -0.05059215 -0.018936429
## demo$major8 0.0711358685 0.0711358685 0.025785554 0.04040277 -0.056496684
## 46 47 48 49 50
## (Intercept) 0.143998903 0.517159337 0.159811749 0.176418944 0.1546474170
## demo$major1 0.013177572 0.038358409 -0.005276866 0.005798882 0.0052552630
## demo$major2 -0.027893210 0.042037183 -0.035909899 -0.014801417 -0.0283376425
## demo$major3 0.008501462 0.070818428 -0.058158749 0.010500170 -0.0021470521
## demo$major4 -0.018998903 0.028295209 -0.016954606 0.049387508 0.0328525830
## demo$major5 0.011701655 -0.000600651 -0.004512152 -0.004362508 0.0007356808
## demo$major6 0.010747079 -0.036528622 0.022002600 -0.008695630 -0.0020780329
## demo$major7 -0.067933994 0.011349435 -0.025521209 -0.029232797 -0.0440997497
## demo$major8 0.018145003 -0.061190011 0.052103436 -0.026870374 -0.0019839357
## 51 52 53 54 55
## (Intercept) 0.211779669 0.208943350 0.208753544 0.194407782 0.149340501
## demo$major1 -0.051725716 0.035648333 0.025248071 -0.049079405 -0.010581024
## demo$major2 -0.046375805 -0.014406179 -0.021290776 -0.048761927 -0.021284362
## demo$major3 -0.085732717 0.034679950 0.015948818 -0.088400124 0.006121287
## demo$major4 -0.021303478 -0.036529557 -0.075420211 -0.023676075 -0.031693443
## demo$major5 0.001238219 0.001309929 -0.003111648 0.002158976 0.025224290
## demo$major6 0.039332593 -0.007853680 0.012303724 0.043245742 0.017703801
## demo$major7 -0.002572209 -0.019117048 0.008839049 -0.004689300 -0.073175627
## demo$major8 0.073556867 -0.010286393 0.012302020 0.076161291 0.029977033
## 56 57 58 59 60
## (Intercept) 0.196441759 0.149193481 0.13083354 0.13551328 0.398702365
## demo$major1 0.016061704 0.002362295 -0.01871923 -0.02688554 0.044237710
## demo$major2 -0.008194062 -0.028361882 -0.04669669 -0.03848939 0.035050103
## demo$major3 0.027029738 -0.020232188 -0.02172218 -0.04441520 0.080256405
## demo$major4 0.003558241 0.002321671 -0.04511926 -0.05443219 0.017964302
## demo$major5 0.004438233 0.002987221 0.01018464 0.01597075 -0.001657770
## demo$major6 0.003463861 0.007776393 0.03033695 0.03497428 -0.026022382
## demo$major7 -0.047136203 -0.039669671 -0.02779300 -0.03445747 -0.001266467
## demo$major8 -0.019714821 0.014514645 0.04598253 0.06292218 -0.082264010
## 61 62 63 64 65
## (Intercept) 0.12660566 0.12609253 1.311123e-01 0.207822274 0.1546474170
## demo$major1 -0.01522885 -0.02071100 -3.691263e-05 0.007595448 0.0052552630
## demo$major2 -0.03430554 -0.04613365 -3.350950e-02 -0.008585566 -0.0283376425
## demo$major3 -0.02565756 -0.03768877 -3.310029e-02 0.015649222 -0.0021470521
## demo$major4 -0.04089137 -0.07053697 -1.346525e-02 0.058844392 0.0328525830
## demo$major5 0.01441252 0.01185819 5.561582e-03 -0.007308583 0.0007356808
## demo$major6 0.02872846 0.03835362 1.962682e-02 -0.010249556 -0.0020780329
## demo$major7 -0.05059215 -0.02401916 -5.494743e-02 -0.021479682 -0.0440997497
## demo$major8 0.04040277 0.05956752 3.438157e-02 -0.041323434 -0.0019839357
## 66 67 68 69 70
## (Intercept) 0.279856238 0.194407782 0.151411041 0.228154334 0.205244596
## demo$major1 0.014763412 -0.049079405 0.008377706 0.010252951 0.005318939
## demo$major2 -0.009367166 -0.048761927 -0.031215069 0.006149304 -0.013976252
## demo$major3 0.004597294 -0.088400124 -0.039016374 0.032567788 -0.008801673
## demo$major4 0.077286619 -0.023676075 0.000104111 0.038512333 0.020561855
## demo$major5 -0.009467267 0.002158976 -0.007596352 0.006809376 0.008638019
## demo$major6 -0.018809929 0.043245742 0.014444044 -0.013020126 0.001792301
## demo$major7 -0.046522904 -0.004689300 -0.041887231 -0.041811741 -0.058058449
## demo$major8 -0.017799145 0.076161291 0.027358064 -0.036217492 0.002599190
## 71 72 73 74 75
## (Intercept) 0.239861532 0.131364832 0.159092989 0.169285221 0.211779669
## demo$major1 0.010600629 -0.013015386 -0.005046612 0.017022846 -0.051725716
## demo$major2 -0.003091192 -0.034527334 -0.020747734 -0.018249705 -0.046375805
## demo$major3 0.061298865 -0.008849687 -0.028134336 0.017633893 -0.085732717
## demo$major4 -0.067447739 -0.013717773 0.017377599 -0.007994898 -0.021303478
## demo$major5 0.033983045 0.012722181 0.007780898 0.015362310 0.001238219
## demo$major6 0.003870371 0.020164004 0.005121681 0.010821272 0.039332593
## demo$major7 -0.050035230 -0.055199958 -0.050670050 -0.093527645 -0.002572209
## demo$major8 -0.005955993 0.025785554 0.019732965 0.009347537 0.073556867
## 76 77 78 79 80
## (Intercept) 0.145363632 0.149340501 0.180881464 0.185936140 0.16345741
## demo$major1 -0.010661001 -0.010581024 -0.049897128 0.017005243 -0.02382243
## demo$major2 -0.038283055 -0.021284362 -0.043259165 -0.007892524 -0.02491744
## demo$major3 -0.036455477 0.006121287 -0.076598709 0.037535357 -0.01605507
## demo$major4 -0.002506489 -0.031693443 -0.030881464 0.014063860 0.00320926
## demo$major5 0.005895561 0.025224290 0.007683288 0.004018545 0.01571689
## demo$major6 0.018270856 0.017703801 0.040033745 -0.009174858 0.01354349
## demo$major7 -0.042323091 -0.073175627 -0.011640794 -0.036630584 -0.06138404
## demo$major8 0.044375568 0.029977033 0.074088948 -0.029487973 0.02913982
## 81 82 83 84 85
## (Intercept) 0.16345741 0.157859091 0.185936140 0.159811749 0.201601504
## demo$major1 -0.02382243 -0.000983160 0.017005243 -0.005276866 -0.011944316
## demo$major2 -0.02491744 -0.023486546 -0.007892524 -0.035909899 -0.011256805
## demo$major3 -0.01605507 0.029847805 0.037535357 -0.058158749 0.021644590
## demo$major4 0.00320926 -0.032859091 0.014063860 -0.016954606 0.024204948
## demo$major5 0.01571689 0.018773945 0.004018545 -0.004512152 0.008118823
## demo$major6 0.01354349 0.008548631 -0.009174858 0.022002600 -0.003825016
## demo$major7 -0.06138404 -0.047311423 -0.036630584 -0.025521209 -0.018701071
## demo$major8 0.02913982 0.004298403 -0.029487973 0.052103436 -0.022233105
## 86 87 88 89 90
## (Intercept) 0.136006257 0.1896013838 0.517159337 0.180881464 0.311218788
## demo$major1 0.002707643 -0.0084247508 0.038358409 -0.049897128 0.040333072
## demo$major2 -0.033684883 -0.0024703520 0.042037183 -0.043259165 0.016047476
## demo$major3 -0.015973535 0.0330719477 0.070818428 -0.076598709 0.063580980
## demo$major4 0.015508895 -0.0021013838 0.028295209 -0.030881464 -0.003526480
## demo$major5 0.003507357 0.0190554346 -0.000600651 0.007683288 -0.005698358
## demo$major6 0.010480727 -0.0002796178 -0.036528622 0.040033745 -0.026029241
## demo$major7 -0.059815780 -0.0445709578 0.011349435 -0.011640794 0.019526554
## demo$major8 0.019069821 -0.0135082469 -0.061190011 0.074088948 -0.060633613
## 91 92 93 94 95
## (Intercept) 0.135458716 0.156949362 0.15475739 0.144287262 0.156748484
## demo$major1 -0.003626858 -0.033736104 -0.02707179 -0.027022343 -0.040243104
## demo$major2 -0.046259274 -0.056402308 -0.03534984 -0.049280371 -0.042912394
## demo$major3 -0.029043345 -0.064010873 -0.03502713 -0.047946993 -0.070303502
## demo$major4 -0.017811658 -0.051686204 -0.01962225 -0.033176151 -0.051485326
## demo$major5 0.001215170 0.007944892 0.02032922 0.004189774 0.001637833
## demo$major6 0.021286565 0.042281439 0.02609088 0.034564000 0.043360102
## demo$major7 -0.031516064 -0.006949362 -0.05370158 -0.015898107 -0.006748484
## demo$major8 0.040127681 0.068706620 0.04569272 0.055261771 0.071081410
## 96 97 98 99 100
## (Intercept) 0.165416595 0.16496186 0.1769244270 0.230349313 0.213526189
## demo$major1 0.013984133 -0.03923261 -0.0170062931 0.011718790 -0.033377056
## demo$major2 -0.014381079 -0.04880967 -0.0418627919 0.006421027 -0.038997120
## demo$major3 0.021502519 -0.06967121 -0.0636994495 0.070811084 -0.055511266
## demo$major4 -0.004126273 -0.03675673 -0.0190296902 -0.057935520 -0.046859522
## demo$major5 0.006980411 0.01194381 0.0007414997 0.026040719 0.003516152
## demo$major6 0.004558760 0.03892227 0.0267919467 0.003520305 0.043665186
## demo$major7 -0.053944734 -0.01726539 -0.0269244270 -0.040523010 -0.028518215
## demo$major8 -0.006028025 0.07152989 0.0587220214 -0.029060371 0.066757097
## 101 102 103 104 105
## (Intercept) 0.219412479 0.14945170 0.135458716 0.131364832 0.1790773485
## demo$major1 0.016781535 -0.01243394 -0.003626858 -0.013015386 -0.0448887232
## demo$major2 -0.002018165 -0.02575846 -0.046259274 -0.034527334 -0.0414550501
## demo$major3 0.042951221 -0.01827855 -0.029043345 -0.008849687 -0.0879744153
## demo$major4 0.021966832 -0.03180464 -0.017811658 -0.013717773 -0.0290773485
## demo$major5 0.006474056 0.01771980 0.001215170 0.012722181 0.0001817215
## demo$major6 -0.016278762 0.02933993 0.021286565 0.020164004 0.0432905226
## demo$major7 -0.029586176 -0.07328683 -0.031516064 -0.055199958 -0.0098366792
## demo$major8 -0.034168562 0.03313596 0.040127681 0.025785554 0.0760310895
## 106 107 108 109 110
## (Intercept) 0.398702365 0.172433194 0.249548760 0.178442206 0.176418944
## demo$major1 0.044237710 -0.013927350 0.027128375 -0.017859849 0.005798882
## demo$major2 0.035050103 -0.038745790 -0.001953461 -0.030138439 -0.014801417
## demo$major3 0.080256405 -0.083363254 0.025052555 -0.006669698 0.010500170
## demo$major4 0.017964302 -0.005766527 0.036165526 -0.026927055 0.049387508
## demo$major5 -0.001657770 -0.010048814 -0.012002280 0.003756763 -0.004362508
## demo$major6 -0.026022382 0.026467846 -0.020925859 0.025063085 -0.008695630
## demo$major7 -0.001266467 -0.013741009 -0.016215427 -0.007013635 -0.029232797
## demo$major8 -0.082264010 0.061152639 -0.031714553 0.013559410 -0.026870374
## 111 112 113 114 115
## (Intercept) 0.1546474170 0.167957365 0.12609253 0.182370024 0.517159337
## demo$major1 0.0052552630 -0.037817343 -0.02071100 0.006704203 0.038358409
## demo$major2 -0.0283376425 -0.038818164 -0.04613365 -0.010900281 0.042037183
## demo$major3 -0.0021470521 -0.066455532 -0.03768877 0.004549090 0.070818428
## demo$major4 0.0328525830 -0.039752237 -0.07053697 0.043436427 0.028295209
## demo$major5 0.0007356808 0.008948305 0.01185819 0.001936936 -0.000600651
## demo$major6 -0.0020780329 0.034797835 0.03835362 0.004396419 -0.036528622
## demo$major7 -0.0440997497 -0.020260888 -0.02401916 -0.070898163 0.011349435
## demo$major8 -0.0019839357 0.068678989 0.05956752 -0.013868960 -0.061190011
## 116 117 118 119 120
## (Intercept) 0.3459243221 0.180881464 1.969354e-01 0.163334141 0.37184736
## demo$major1 0.0228006318 -0.049897128 2.074603e-03 0.016117525 0.03046909
## demo$major2 0.0195149819 -0.043259165 -2.864807e-02 -0.022150841 0.02018140
## demo$major3 0.0344772267 -0.076598709 -1.867849e-02 0.023584973 0.04212386
## demo$major4 0.0112185350 -0.030881464 -2.046479e-02 -0.002043818 0.06815264
## demo$major5 -0.0025143555 0.007683288 -7.526579e-05 0.009062866 -0.01281669
## demo$major6 -0.0270245117 0.040033745 9.999689e-03 -0.002270777 -0.02789450
## demo$major7 0.0007423445 -0.011640794 -3.295688e-02 -0.051862279 -0.03178002
## demo$major8 -0.0353039421 0.074088948 3.617018e-02 -0.003653877 -0.05276038
## 121 122 123 124 125
## (Intercept) 0.12660566 0.12609253 0.211779669 0.3105228804 0.148044939
## demo$major1 -0.01522885 -0.02071100 -0.051725716 0.0423604200 -0.003725179
## demo$major2 -0.03430554 -0.04613365 -0.046375805 0.0167433832 -0.032801097
## demo$major3 -0.02565756 -0.03768877 -0.085732717 0.0536948764 -0.030733423
## demo$major4 -0.04089137 -0.07053697 -0.021303478 -0.0028305727 -0.062330654
## demo$major5 0.01441252 0.01185819 0.001238219 -0.0007466423 0.015385699
## demo$major6 0.02872846 0.03835362 0.039332593 -0.0216445072 0.027435791
## demo$major7 -0.05059215 -0.02401916 -0.002572209 -0.0232557997 -0.045004399
## demo$major8 0.04040277 0.05956752 0.073556867 -0.0418179447 0.058333220
## 126 127 128 129 130
## (Intercept) 0.150873535 0.309793221 0.517159337 0.211779669 0.14795550
## demo$major1 -0.006340096 0.041329516 0.038358409 -0.051725716 -0.03452212
## demo$major2 -0.042396610 0.017473042 0.042037183 -0.046375805 -0.04108805
## demo$major3 -0.035437996 0.065006546 0.070818428 -0.085732717 -0.06865338
## demo$major4 -0.008016392 -0.002100914 0.028295209 -0.021303478 -0.04269234
## demo$major5 0.007793066 -0.001237426 -0.000600651 0.001238219 0.01010115
## demo$major6 0.020455158 -0.015011387 -0.036528622 0.039332593 0.03880713
## demo$major7 -0.047832994 -0.022526141 0.011349435 -0.002572209 -0.02295550
## demo$major8 0.036139023 -0.056788769 -0.061190011 0.073556867 0.07115460
## 131 132 133 134 135
## (Intercept) 0.315717881 0.187110305 0.197462070 0.156748484 0.12660566
## demo$major1 0.036480586 0.031964991 -0.041650623 -0.040243104 -0.01522885
## demo$major2 0.011548383 -0.020840630 -0.051816215 -0.042912394 -0.03430554
## demo$major3 0.059081887 0.018216030 -0.079423004 -0.070303502 -0.02565756
## demo$major4 -0.008025573 -0.053776972 -0.026730363 -0.051485326 -0.04089137
## demo$major5 -0.002790044 0.004530339 0.005168426 0.001637833 0.01441252
## demo$major6 -0.022390029 0.006355578 0.038301215 0.043360102 0.02872846
## demo$major7 0.015027461 -0.037804750 -0.007743588 -0.006748484 -0.05059215
## demo$major8 -0.049015007 0.013250404 0.071216644 0.071081410 0.04040277
## 136 137 138 139 140
## (Intercept) 0.16003509 0.187635511 0.14908797 0.2112453793 0.156949362
## demo$major1 -0.03217021 -0.044130225 0.00239745 0.0009137555 -0.033736104
## demo$major2 -0.02149512 -0.056067107 -0.02026653 -0.0034723536 -0.056402308
## demo$major3 -0.02607999 -0.083518676 -0.01812932 0.0497473050 -0.064010873
## demo$major4 0.00663158 -0.037635511 -0.03144091 -0.0112453793 -0.051686204
## demo$major5 0.01229710 -0.001872376 0.01806369 0.0119773433 0.007944892
## demo$major6 0.01911946 0.046581041 0.01716662 0.0011253237 0.042281439
## demo$major7 -0.05796172 0.005414682 -0.07292310 -0.0249027867 -0.006949362
## demo$major8 0.03468303 0.073704972 0.03857305 -0.0345016612 0.068706620
## 141 142 143 144 145
## (Intercept) 0.14048901 0.131364832 0.15849888 0.139205265 0.353849812
## demo$major1 -0.02513026 -0.013015386 -0.01844500 -0.028730717 0.042384695
## demo$major2 -0.03887084 -0.034527334 -0.04616888 -0.048643963 0.024573504
## demo$major3 -0.02910072 -0.008849687 -0.05361343 -0.062768842 0.060121405
## demo$major4 -0.02937790 -0.013717773 -0.02336375 -0.058124184 0.006150188
## demo$major5 0.01446990 0.012722181 0.00974562 0.005950139 0.002275995
## demo$major6 0.02711143 0.020164004 0.02715094 0.042224966 -0.030674452
## demo$major7 -0.03841564 -0.055199958 -0.03180205 -0.012508432 -0.013782472
## demo$major8 0.04987856 0.025785554 0.05884662 0.068174846 -0.046914291
## 146 147 148 149 150
## (Intercept) 0.170520555 0.201601504 0.358260541 0.1716894960 0.210818006
## demo$major1 -0.010966518 -0.011944316 0.039265776 -0.0396904734 -0.008025173
## demo$major2 -0.016420118 -0.011256805 0.020162775 -0.0487345874 -0.052189904
## demo$major3 0.017186341 0.021644590 0.066699688 -0.0829222653 -0.100749387
## demo$major4 0.016979445 0.024204948 0.001739459 -0.0434843678 -0.010818006
## demo$major5 0.005795021 0.008118823 -0.006386401 -0.0039973783 -0.021324106
## demo$major6 0.002325897 -0.003825016 -0.024716465 0.0466895614 0.031668698
## demo$major7 -0.025490129 -0.018701071 0.027261345 0.0003972248 0.008776589
## demo$major8 -0.018116663 -0.022233105 -0.067060009 0.0734528446 0.069235612
## 151 152 153 154 155
## (Intercept) 0.2503256675 0.15315699 0.2111803788 0.15378729 0.15315699
## demo$major1 0.0220998047 -0.03844254 0.0333539229 -0.02007121 -0.03844254
## demo$major2 -0.0124971261 -0.03300050 -0.0060611970 -0.02188510 -0.03300050
## demo$major3 -0.0060220951 -0.05241736 0.0324429215 -0.02081726 -0.05241736
## demo$major4 -0.0089463571 -0.04789383 -0.0387665857 -0.01093015 -0.04789383
## demo$major5 -0.0008253142 0.01141176 -0.0009270994 0.01659515 0.01141176
## demo$major6 -0.0084839243 0.03630052 -0.0005192736 0.01464524 0.03630052
## demo$major7 -0.0220378263 -0.02815699 -0.0213540760 -0.04652378 -0.02815699
## demo$major8 0.0112660884 0.06595311 -0.0128582541 0.02615441 0.06595311
## 156 157 158 159 160
## (Intercept) 0.517159337 0.211779669 0.211779669 1.550577e-01 0.248875897
## demo$major1 0.038358409 -0.051725716 -0.051725716 -2.848719e-02 0.023406481
## demo$major2 0.042037183 -0.046375805 -0.046375805 -5.451060e-02 0.010624164
## demo$major3 0.070818428 -0.085732717 -0.085732717 -7.593868e-02 0.054953661
## demo$major4 0.028295209 -0.021303478 -0.021303478 -4.979450e-02 0.036838389
## demo$major5 -0.000600651 0.001238219 0.001238219 7.662709e-05 0.005046062
## demo$major6 -0.036528622 0.039332593 0.039332593 4.569402e-02 -0.011503545
## demo$major7 0.011349435 -0.002572209 -0.002572209 -5.057658e-03 -0.055542564
## demo$major8 -0.061190011 0.073556867 0.073556867 7.074999e-02 -0.056758849
## 161 162 163 164 165
## (Intercept) 0.143998903 0.156748484 0.164765777 0.148303590 1.311123e-01
## demo$major1 0.013177572 -0.040243104 -0.045588356 -0.016335633 -3.691263e-05
## demo$major2 -0.027893210 -0.042912394 -0.035626576 -0.033781249 -3.350950e-02
## demo$major3 0.008501462 -0.070303502 -0.075824330 -0.007170293 -3.310029e-02
## demo$major4 -0.018998903 -0.051485326 -0.036560649 -0.062589305 -1.346525e-02
## demo$major5 0.011701655 0.001637833 0.005787085 0.022339524 5.561582e-03
## demo$major6 0.010747079 0.043360102 0.039976827 0.027943145 1.962682e-02
## demo$major7 -0.067933994 -0.006748484 -0.017069300 -0.045263050 -5.494743e-02
## demo$major8 0.018145003 0.071081410 0.073846861 0.049990155 3.438157e-02
## 166 167 168 169 170
## (Intercept) 0.142803334 0.178405778 0.149438600 0.27609845 0.143998903
## demo$major1 -0.020707074 0.007441953 -0.011006429 0.03095626 0.013177572
## demo$major2 -0.052242032 -0.019077317 -0.029420229 0.01614415 -0.027893210
## demo$major3 -0.051898046 0.044840316 0.004747329 0.07203693 0.008501462
## demo$major4 -0.061722253 -0.081631584 0.002076552 -0.01683919 -0.018998903
## demo$major5 0.005694071 0.026099564 0.010367375 0.01877213 0.011701655
## demo$major6 0.042044771 0.010146451 0.008346228 -0.01654894 0.010747079
## demo$major7 -0.016106501 -0.031219631 -0.039914790 -0.03759270 -0.067933994
## demo$major8 0.062506383 0.007074704 0.005649771 -0.04448845 0.018145003
## 171 172 173 174 175
## (Intercept) 0.186292981 0.136006257 0.248875897 0.151466163 0.17303555
## demo$major1 0.025827398 0.002707643 0.023406481 -0.026686628 -0.04164296
## demo$major2 -0.019238376 -0.033684883 0.010624164 -0.044598714 -0.03090934
## demo$major3 0.019033355 -0.015973535 0.054953661 -0.058052540 -0.05061950
## demo$major4 0.013707019 0.015508895 0.036838389 -0.046203005 -0.04483042
## demo$major5 -0.005577643 0.003507357 0.005046062 0.009850557 0.01022680
## demo$major6 -0.008847942 0.010480727 -0.011503545 0.038634442 0.03235386
## demo$major7 -0.036987425 -0.059815780 -0.055542564 -0.026466163 -0.02533908
## demo$major8 -0.012715552 0.019069821 -0.056758849 0.065621692 0.06360080
## 176 177 178 179 180
## (Intercept) 0.1797329049 0.13637335 0.214137063 0.178442206 0.348300377
## demo$major1 -0.0006534919 -0.02173401 0.021091041 -0.017859849 0.045419040
## demo$major2 -0.0098224336 -0.02681868 0.003257251 -0.030138439 0.030122939
## demo$major3 0.0435131887 -0.03292158 0.048226637 -0.006669698 0.076659852
## demo$major4 -0.0184425823 -0.02526224 0.027242247 -0.026927055 0.011699623
## demo$major5 0.0142786094 0.01858555 0.007736997 0.003756763 -0.001364508
## demo$major6 0.0022924230 0.02555109 -0.009826264 0.025063085 -0.027497552
## demo$major7 -0.0325467577 -0.06061578 -0.062772299 -0.007013635 -0.008233036
## demo$major8 -0.0203292623 0.04445578 -0.040729149 0.013559410 -0.074970609
## 181 182 183 184 185
## (Intercept) 0.170520555 0.12660566 0.131364832 0.149438600 0.169285221
## demo$major1 -0.010966518 -0.01522885 -0.013015386 -0.011006429 0.017022846
## demo$major2 -0.016420118 -0.03430554 -0.034527334 -0.029420229 -0.018249705
## demo$major3 0.017186341 -0.02565756 -0.008849687 0.004747329 0.017633893
## demo$major4 0.016979445 -0.04089137 -0.013717773 0.002076552 -0.007994898
## demo$major5 0.005795021 0.01441252 0.012722181 0.010367375 0.015362310
## demo$major6 0.002325897 0.02872846 0.020164004 0.008346228 0.010821272
## demo$major7 -0.025490129 -0.05059215 -0.055199958 -0.039914790 -0.093527645
## demo$major8 -0.018116663 0.04040277 0.025785554 0.005649771 0.009347537
## 186 187 188 189 190
## (Intercept) 0.188449940 0.130574893 0.155882824 0.159092989 0.1546474170
## demo$major1 0.023616417 -0.006108781 0.004682291 -0.005046612 0.0052552630
## demo$major2 -0.011191254 -0.045716538 -0.044344860 -0.020747734 -0.0283376425
## demo$major3 0.016876395 -0.045285308 -0.034830149 -0.028134336 -0.0021470521
## demo$major4 0.011550060 -0.044860607 -0.004367672 0.017377599 0.0328525830
## demo$major5 -0.007734602 0.003230814 -0.012068135 0.007780898 0.0007356808
## demo$major6 -0.001775001 0.029829595 0.016158441 0.005121681 -0.0020780329
## demo$major7 -0.039144385 -0.027534352 -0.017787586 -0.050670050 -0.0440997497
## demo$major8 -0.015184664 0.054325599 0.033280735 0.019732965 -0.0019839357
## 191 192 193 194 195
## (Intercept) 0.517159337 0.151866355 0.1790773485 0.16496186 0.235624729
## demo$major1 0.038358409 -0.004305522 -0.0448887232 -0.03923261 0.007409284
## demo$major2 0.042037183 -0.037696924 -0.0414550501 -0.04880967 0.001145612
## demo$major3 0.070818428 -0.003631831 -0.0879744153 -0.06967121 0.065535669
## demo$major4 0.028295209 -0.151866355 -0.0290773485 -0.03675673 -0.063210936
## demo$major5 -0.000600651 0.026435684 0.0001817215 0.01194381 0.024777778
## demo$major6 -0.036528622 0.041964608 0.0432905226 0.03892227 -0.002932194
## demo$major7 0.011349435 -0.015665638 -0.0098366792 -0.01726539 -0.007336887
## demo$major8 -0.061190011 0.064114772 0.0760310895 0.07152989 -0.022499784
## 196 197 198 199 200
## (Intercept) 0.2662061955 0.150375976 0.165741018 0.12609253 0.156748484
## demo$major1 0.0420778919 -0.018851826 0.022517488 -0.02071100 -0.040243104
## demo$major2 0.0136140418 -0.035086097 -0.025287512 -0.04613365 -0.042912394
## demo$major3 0.0618728914 -0.010799461 0.003591516 -0.03768877 -0.070303502
## demo$major4 -0.0069469362 -0.032728917 -0.004450695 -0.07053697 -0.051485326
## demo$major5 -0.0007835107 0.005988303 -0.002272583 0.01185819 0.001637833
## demo$major6 -0.0165549613 0.025403095 0.004867416 0.03835362 0.043360102
## demo$major7 -0.0277004484 -0.014175259 -0.054269156 -0.02401916 -0.006748484
## demo$major8 -0.0507682183 0.024980522 0.010126969 0.05956752 0.071081410
## 201 202 203 204 205
## (Intercept) 0.1776778933 0.1546474170 0.12660566 0.143998903 0.159092989
## demo$major1 0.0001410364 0.0052552630 -0.01522885 0.013177572 -0.005046612
## demo$major2 -0.0183191602 -0.0283376425 -0.03430554 -0.027893210 -0.020747734
## demo$major3 -0.0003825994 -0.0021470521 -0.02565756 0.008501462 -0.028134336
## demo$major4 -0.0012073051 0.0328525830 -0.04089137 -0.018998903 0.017377599
## demo$major5 0.0150155533 0.0007356808 0.01441252 0.011701655 0.007780898
## demo$major6 0.0044960043 -0.0020780329 0.02872846 0.010747079 0.005121681
## demo$major7 -0.0737352410 -0.0440997497 -0.05059215 -0.067933994 -0.050670050
## demo$major8 0.0224258290 -0.0019839357 0.04040277 0.018145003 0.019732965
## 206 207 208 209 210
## (Intercept) 0.211779669 0.171384769 0.14048901 0.16204281 0.1797329049
## demo$major1 -0.051725716 -0.030161376 -0.02513026 0.00689953 -0.0006534919
## demo$major2 -0.046375805 -0.042245569 -0.03887084 -0.03199462 -0.0098224336
## demo$major3 -0.085732717 -0.056111574 -0.02910072 -0.01549494 0.0435131887
## demo$major4 -0.021303478 -0.043179641 -0.02937790 -0.07113372 -0.0184425823
## demo$major5 0.001238219 0.008702976 0.01446990 0.01435132 0.0142786094
## demo$major6 0.039332593 0.034632155 0.02711143 0.03140131 0.0022924230
## demo$major7 -0.002572209 -0.023688292 -0.03841564 -0.05728091 -0.0325467577
## demo$major8 0.073556867 0.063275300 0.04987856 0.04750149 -0.0203292623
## 211 212 213 214 215
## (Intercept) 0.140225338 0.161634769 0.410079026 0.517159337 0.197185112
## demo$major1 -0.012867451 -0.016964368 0.038860850 0.038358409 0.022892850
## demo$major2 -0.037925819 -0.035699318 0.023673441 0.042037183 -0.012861213
## demo$major3 -0.052014367 -0.050255810 0.057451173 0.070818428 0.008219754
## demo$major4 -0.029114227 -0.026499634 0.006587641 0.028295209 -0.035894790
## demo$major5 0.007711158 0.006609736 -0.006412296 -0.000600651 0.009798584
## demo$major6 0.026631392 0.022817837 -0.030566583 -0.036528622 0.003611281
## demo$major7 -0.038151973 -0.034937936 0.034975919 0.011349435 -0.049998965
## demo$major8 0.057983201 0.055869995 -0.056942949 -0.061190011 0.019160233
## 216 217 218 219 220
## (Intercept) 0.157824600 0.365289655 0.517159337 0.14922054 0.13551328
## demo$major1 -0.022512390 0.029771144 0.038358409 -0.02971738 -0.02688554
## demo$major2 -0.035783462 0.026739103 0.042037183 -0.02981299 -0.03848939
## demo$major3 -0.008969296 0.081241595 0.070818428 -0.05812246 -0.04441520
## demo$major4 -0.072110315 -0.005289655 0.028295209 -0.01408541 -0.05443219
## demo$major5 0.013203514 0.016903912 -0.000600651 0.01251990 0.01597075
## demo$major6 0.032894019 -0.021934321 -0.036528622 0.02976731 0.03497428
## demo$major7 -0.027757033 -0.025222314 0.011349435 -0.04816474 -0.03445747
## demo$major8 0.049900332 -0.053985475 -0.061190011 0.05345922 0.06292218
## 221 222 223 224 225
## (Intercept) 0.13083354 0.211779669 0.16496186 0.166511602 0.517159337
## demo$major1 -0.01871923 -0.051725716 -0.03923261 -0.041195680 0.038358409
## demo$major2 -0.04669669 -0.046375805 -0.04880967 -0.024541670 0.042037183
## demo$major3 -0.02172218 -0.085732717 -0.06967121 -0.065771971 0.070818428
## demo$major4 -0.04511926 -0.021303478 -0.03675673 -0.008616865 0.028295209
## demo$major5 0.01018464 0.001238219 0.01194381 0.008057151 -0.000600651
## demo$major6 0.03033695 0.039332593 0.03892227 0.031229075 -0.036528622
## demo$major7 -0.02779300 -0.002572209 -0.01726539 -0.041511602 0.011349435
## demo$major8 0.04598253 0.073556867 0.07152989 0.056741634 -0.061190011
## 226 227 228 229 230
## (Intercept) 0.184285165 0.3590804229 0.141135747 0.13551328 0.135458716
## demo$major1 -0.015304854 0.0403238276 -0.007170615 -0.02688554 -0.003626858
## demo$major2 -0.014478683 0.0193428929 -0.025891905 -0.03848939 -0.046259274
## demo$major3 0.002200169 0.0548907945 -0.040390858 -0.04441520 -0.029043345
## demo$major4 -0.041428022 0.0009195771 0.001721396 -0.05443219 -0.017811658
## demo$major5 0.023129617 -0.0058594817 0.010123446 0.01597075 0.001215170
## demo$major6 0.011479991 -0.0317964878 0.016662364 0.03497428 0.021286565
## demo$major7 -0.049994624 0.0264414626 -0.065122233 -0.03445747 -0.031516064
## demo$major8 0.024391481 -0.0511705990 0.038795800 0.06292218 0.040127681
## 231 232 233 234 235
## (Intercept) 0.399629008 0.1622526975 0.254850340 0.14474211 0.160519832
## demo$major1 0.045323139 -0.0388896897 0.017569638 -0.02608513 -0.026846008
## demo$major2 0.034123459 -0.0434242998 0.009308733 -0.05418081 -0.055296876
## demo$major3 0.067901190 -0.0561066055 0.027281639 -0.03967351 -0.061892537
## demo$major4 0.017037658 -0.0271175624 0.055494487 -0.06366103 -0.025384697
## demo$major5 -0.001090483 -0.0001655497 -0.003319278 0.01375946 -0.001766017
## demo$major6 -0.033611914 0.0359604647 -0.025664170 0.03854854 0.038352800
## demo$major7 -0.002193111 -0.0099148393 -0.026562499 -0.01804528 -0.008181974
## demo$major8 -0.065333511 0.0586553382 -0.036343010 0.06040835 0.058317810
## 236 237 238 239 240
## (Intercept) 0.135458716 0.160252097 0.136006257 0.275965853 0.316447540
## demo$major1 -0.003626858 -0.014912115 0.002707643 0.037465829 0.037511490
## demo$major2 -0.046259274 -0.054384673 -0.033684883 0.003854384 0.010818724
## demo$major3 -0.029043345 -0.084191614 -0.015973535 0.041909152 0.047770217
## demo$major4 -0.017811658 -0.025116962 0.015508895 -0.016706594 -0.008755232
## demo$major5 0.001215170 -0.008340388 0.003507357 -0.004834356 -0.002299260
## demo$major6 0.021286565 0.037897851 0.010480727 -0.020435597 -0.029023149
## demo$major7 -0.031516064 -0.007914239 -0.059815780 0.004206561 0.014297802
## demo$major8 0.040127681 0.066197326 0.019069821 -0.029517959 -0.034044183
## 241 242 243 244 245
## (Intercept) 0.135458716 0.2662061955 0.401274724 0.173536365 0.192595153
## demo$major1 -0.003626858 0.0420778919 0.041665350 -0.044816307 -0.015083932
## demo$major2 -0.046259274 0.0136140418 0.032477743 -0.050581456 -0.007145984
## demo$major3 -0.029043345 0.0618728914 0.077684046 -0.071277071 0.017861284
## demo$major4 -0.017811658 -0.0069469362 0.015391943 -0.045331237 -0.016124565
## demo$major5 0.001215170 -0.0007835107 -0.001515198 0.003683163 0.019788687
## demo$major6 0.021286565 -0.0165549613 -0.031357058 0.043356706 0.008612534
## demo$major7 -0.031516064 -0.0277004484 -0.003838827 -0.001449644 -0.056394436
## demo$major8 0.040127681 -0.0507682183 -0.066979227 0.071461369 0.007278670
## 246 247 248 249 250
## (Intercept) 0.178405778 0.316447540 0.243069236 0.14835156 0.15844938
## demo$major1 0.007441953 0.037511490 0.029039394 -0.01811740 -0.02891697
## demo$major2 -0.019077317 0.010818724 0.004526063 -0.03817685 -0.04550441
## demo$major3 0.044840316 0.047770217 0.060760322 -0.03083684 -0.05338077
## demo$major4 -0.081631584 -0.008755232 -0.028783521 -0.06263728 -0.02331424
## demo$major5 0.026099564 -0.002299260 0.008630501 0.01497504 0.01030861
## demo$major6 0.010146451 -0.029023149 -0.009865230 0.03922112 0.03334157
## demo$major7 -0.031219631 0.014297802 -0.009735902 -0.04531102 -0.03175254
## demo$major8 0.007074704 -0.034044183 -0.043204579 0.05309810 0.05094539
## 251 252 253 254 255
## (Intercept) 0.228631218 0.12609253 0.1961053624 0.164765777 0.136006257
## demo$major1 0.017248076 -0.02071100 0.0083974421 -0.045588356 0.002707643
## demo$major2 -0.011236904 -0.04613365 -0.0004696585 -0.035626576 -0.033684883
## demo$major3 0.033732481 -0.03768877 0.0268860838 -0.075824330 -0.015973535
## demo$major4 0.012748092 -0.07053697 0.0297010892 -0.036560649 0.015508895
## demo$major5 0.012745518 0.01185819 0.0093130783 0.005787085 0.003507357
## demo$major6 -0.004904949 0.03835362 -0.0113809405 0.039976827 0.010480727
## demo$major7 -0.077266454 -0.02401916 -0.0489192152 -0.017069300 -0.059815780
## demo$major8 -0.006328190 0.05956752 -0.0220245797 0.073846861 0.019069821
## 256 257 258 259 260
## (Intercept) 0.130574893 0.32236227 0.21203013 0.159835291 0.517159337
## demo$major1 -0.006108781 0.02747476 -0.00139473 -0.013664303 0.038358409
## demo$major2 -0.045716538 0.01789101 -0.00425710 -0.029136144 0.042037183
## demo$major3 -0.045285308 0.07322359 0.04896256 -0.050927136 0.070818428
## demo$major4 -0.044860607 -0.01466996 -0.01203013 0.040164709 0.028295209
## demo$major5 0.003230814 0.01928023 0.01698970 0.002234713 -0.000600651
## demo$major6 0.029829595 -0.01966591 -0.00411288 0.012769835 -0.036528622
## demo$major7 -0.027534352 -0.03509519 -0.02568753 -0.056794750 0.011349435
## demo$major8 0.054325599 -0.03668769 -0.02457168 0.034366151 -0.061190011
## 261 262 263 264 265
## (Intercept) 0.131364832 0.271897751 0.271897751 0.15642196 0.15789327
## demo$major1 -0.013015386 0.037422812 0.037422812 -0.03048832 -0.02559116
## demo$major2 -0.034527334 0.007922487 0.007922487 -0.03626547 -0.02488028
## demo$major3 -0.008849687 0.056181336 0.056181336 -0.04283961 -0.03166951
## demo$major4 -0.013717773 -0.012638491 -0.012638491 -0.05115880 -0.02275814
## demo$major5 0.012722181 -0.002228242 -0.002228242 0.01465473 0.01719334
## demo$major6 0.020164004 -0.023596420 -0.023596420 0.03099569 0.02175778
## demo$major7 -0.055199958 0.008274663 0.008274663 -0.03142196 -0.05683747
## demo$major8 0.025785554 -0.043444011 -0.043444011 0.06066590 0.04271609
## 266 267 268 269 270
## (Intercept) 0.197462070 0.151411041 0.13637335 0.176418944 0.12609253
## demo$major1 -0.041650623 0.008377706 -0.02173401 0.005798882 -0.02071100
## demo$major2 -0.051816215 -0.031215069 -0.02681868 -0.014801417 -0.04613365
## demo$major3 -0.079423004 -0.039016374 -0.03292158 0.010500170 -0.03768877
## demo$major4 -0.026730363 0.000104111 -0.02526224 0.049387508 -0.07053697
## demo$major5 0.005168426 -0.007596352 0.01858555 -0.004362508 0.01185819
## demo$major6 0.038301215 0.014444044 0.02555109 -0.008695630 0.03835362
## demo$major7 -0.007743588 -0.041887231 -0.06061578 -0.029232797 -0.02401916
## demo$major8 0.071216644 0.027358064 0.04445578 -0.026870374 0.05956752
## 271 272 273 274 275
## (Intercept) 0.12660566 0.311218788 0.145363632 0.1716894960 0.207822274
## demo$major1 -0.01522885 0.040333072 -0.010661001 -0.0396904734 0.007595448
## demo$major2 -0.03430554 0.016047476 -0.038283055 -0.0487345874 -0.008585566
## demo$major3 -0.02565756 0.063580980 -0.036455477 -0.0829222653 0.015649222
## demo$major4 -0.04089137 -0.003526480 -0.002506489 -0.0434843678 0.058844392
## demo$major5 0.01441252 -0.005698358 0.005895561 -0.0039973783 -0.007308583
## demo$major6 0.02872846 -0.026029241 0.018270856 0.0466895614 -0.010249556
## demo$major7 -0.05059215 0.019526554 -0.042323091 0.0003972248 -0.021479682
## demo$major8 0.04040277 -0.060633613 0.044375568 0.0734528446 -0.041323434
## 276 277 278 279 280
## (Intercept) 0.27706805 0.14795550 0.172433194 0.263854368 0.141394398
## demo$major1 0.03424374 -0.03452212 -0.013927350 0.021394081 -0.019781069
## demo$major2 0.01517455 -0.04108805 -0.038745790 0.006634704 -0.026872057
## demo$major3 0.05101104 -0.06865338 -0.083363254 0.020599164 -0.016827727
## demo$major4 0.05626529 -0.04269234 -0.005766527 0.093288489 0.001462745
## demo$major5 -0.01164536 0.01010115 -0.010048814 -0.020290794 0.017077271
## demo$major6 -0.01925318 0.03880713 0.026467846 -0.018250622 0.017169719
## demo$major7 -0.03856230 -0.02295550 -0.013741009 -0.030521034 -0.065380884
## demo$major8 -0.06894385 0.07115460 0.061152639 -0.064605964 0.030452736
## 281 282 283 284 285
## (Intercept) 0.176743366 0.144536199 0.275313129 0.13551328 0.15849888
## demo$major1 0.014332237 -0.032750756 0.036461553 -0.02688554 -0.01844500
## demo$major2 -0.025707850 -0.040369456 0.004507108 -0.03848939 -0.04616888
## demo$major3 -0.007410832 -0.046112115 0.052765958 -0.04441520 -0.05361343
## demo$major4 0.049063085 -0.063455118 -0.016053870 -0.05443219 -0.02336375
## demo$major5 -0.013615502 0.007294538 -0.005292743 0.01597075 0.00974562
## demo$major6 -0.008386974 0.039652436 -0.014197526 0.03497428 0.02715094
## demo$major7 -0.029557219 -0.017839367 0.004859285 -0.03445747 -0.03180205
## demo$major8 -0.010715380 0.062843911 -0.043672073 0.06292218 0.05884662
## 286 287 288 289 290
## (Intercept) 0.2060318049 0.186685210 0.14048901 0.165416595 0.13637335
## demo$major1 0.0160530684 0.006076484 -0.02513026 0.013984133 -0.02173401
## demo$major2 -0.0075800263 -0.017821030 -0.03887084 -0.014381079 -0.02681868
## demo$major3 -0.0007054695 -0.016279780 -0.02910072 0.021502519 -0.03292158
## demo$major4 0.0606348617 0.063314790 -0.02937790 -0.004126273 -0.02526224
## demo$major5 -0.0128635212 -0.007916434 0.01446990 0.006980411 0.01858555
## demo$major6 -0.0018941510 -0.010613911 0.02711143 0.004558760 0.02555109
## demo$major7 -0.0567262494 -0.041654784 -0.03841564 -0.053944734 -0.06061578
## demo$major8 -0.0233239416 -0.004208961 0.04987856 -0.006028025 0.04445578
## 291 292 293 294 295
## (Intercept) 0.201664640 0.149438600 0.173536365 0.15378729 0.14474211
## demo$major1 -0.048644381 -0.011006429 -0.044816307 -0.02007121 -0.02608513
## demo$major2 -0.030587913 -0.029420229 -0.050581456 -0.02188510 -0.05418081
## demo$major3 -0.064675798 0.004747329 -0.071277071 -0.02081726 -0.03967351
## demo$major4 -0.001664640 0.002076552 -0.045331237 -0.01093015 -0.06366103
## demo$major5 0.008837334 0.010367375 0.003683163 0.01659515 0.01375946
## demo$major6 0.027769793 0.008346228 0.043356706 0.01464524 0.03854854
## demo$major7 -0.032423971 -0.039914790 -0.001449644 -0.04652378 -0.01804528
## demo$major8 0.055328016 0.005649771 0.071461369 0.02615441 0.06040835
## 296 297 298 299 300
## (Intercept) 0.234422411 1.311123e-01 0.139121863 0.13637335 0.211779669
## demo$major1 0.037164570 -3.691263e-05 -0.003330689 -0.02173401 -0.051725716
## demo$major2 0.001268126 -3.350950e-02 -0.028955709 -0.02681868 -0.046375805
## demo$major3 0.050031121 -3.310029e-02 0.015064065 -0.03292158 -0.085732717
## demo$major4 -0.020136697 -1.346525e-02 -0.048212772 -0.02526224 -0.021303478
## demo$major5 -0.004558471 5.561582e-03 0.020980737 0.01858555 0.001238219
## demo$major6 -0.015586783 1.962682e-02 0.020769011 0.02555109 0.039332593
## demo$major7 -0.001089078 -5.494743e-02 -0.062931387 -0.06061578 -0.002572209
## demo$major8 -0.038331153 3.438157e-02 0.025112830 0.04445578 0.073556867
## 301 302 303 304 305
## (Intercept) 0.164765777 0.2288272438 0.15315699 0.3647948579 0.196652971
## demo$major1 -0.045588356 -0.0066495933 -0.03844254 0.0284090258 0.013863129
## demo$major2 -0.035626576 0.0001388746 -0.03300050 0.0273673819 -0.035765238
## demo$major3 -0.075824330 0.0321654405 -0.05241736 0.0528567193 0.009006542
## demo$major4 -0.036560649 0.0378394229 -0.04789383 0.0198205267 -0.099878778
## demo$major5 0.005787085 0.0068484244 0.01141176 0.0003360903 0.016055064
## demo$major6 0.039976827 0.0010061738 0.03630052 -0.0265104178 0.026210669
## demo$major7 -0.017069300 -0.0424846512 -0.02815699 0.0094287446 -0.019163794
## demo$major8 0.073846861 -0.0426409393 0.06595311 -0.0563144641 0.041722638
## 306 307 308 309 310
## (Intercept) 0.13551328 0.167052202 0.156955866 0.279808402 0.1904555799
## demo$major1 -0.02688554 0.003534374 0.011457025 0.029809029 -0.0001753389
## demo$major2 -0.03848939 -0.023415275 -0.031326364 0.016148224 -0.0131696759
## demo$major3 -0.04441520 -0.029659658 -0.021516871 0.044500029 -0.0045022773
## demo$major4 -0.05443219 0.045069010 0.030544134 0.005905884 -0.0139849917
## demo$major5 0.01597075 -0.004819600 -0.010210874 -0.001610420 0.0145151325
## demo$major6 0.03497428 0.002194960 0.004816716 -0.019572451 0.0018846685
## demo$major7 -0.03445747 -0.057528393 -0.046408199 -0.006475069 -0.0542548631
## demo$major8 0.06292218 0.016841264 0.011311562 -0.045343658 0.0180027887
## 311 312
## (Intercept) 0.333682771 0.517159337
## demo$major1 0.019354179 0.038358409
## demo$major2 0.019557519 0.042037183
## demo$major3 0.061903089 0.070818428
## demo$major4 0.050932614 0.028295209
## demo$major5 0.007959731 -0.000600651
## demo$major6 -0.022404557 -0.036528622
## demo$major7 -0.046415690 0.011349435
## demo$major8 -0.055637279 -0.061190011
##
## $f.perms
## [,1]
## [1,] 0.6463467
## [2,] 1.6804901
## [3,] 1.0706005
## [4,] 0.8294490
## [5,] 0.7843105
## [6,] 1.5227073
## [7,] 1.2567828
## [8,] 1.7418266
## [9,] 1.4865588
## [10,] 1.8253932
## [11,] 2.3522546
## [12,] 0.3860546
## [13,] 1.1468599
## [14,] 0.8597934
## [15,] 1.1146785
## [16,] 0.8353424
## [17,] 1.2124107
## [18,] 1.3919826
## [19,] 1.4031558
## [20,] 0.7500681
## [21,] 0.6851069
## [22,] 0.5317476
## [23,] 0.5796656
## [24,] 0.5218969
## [25,] 1.0341285
## [26,] 1.1288909
## [27,] 0.8338553
## [28,] 1.4121854
## [29,] 0.7740954
## [30,] 0.6984408
## [31,] 1.5133389
## [32,] 0.6629191
## [33,] 0.7680018
## [34,] 0.7799383
## [35,] 0.8378162
## [36,] 1.3348275
## [37,] 0.9456808
## [38,] 0.9702882
## [39,] 0.7584893
## [40,] 0.6097616
## [41,] 0.6550079
## [42,] 0.9259365
## [43,] 0.7354450
## [44,] 0.8639120
## [45,] 0.7573028
## [46,] 0.5905688
## [47,] 0.7805508
## [48,] 1.1044737
## [49,] 1.1230357
## [50,] 0.5550834
## [51,] 1.1743684
## [52,] 2.8175711
## [53,] 0.7486911
## [54,] 1.3743504
## [55,] 0.3480966
## [56,] 0.7629069
## [57,] 0.6993867
## [58,] 0.8743902
## [59,] 0.9817540
## [60,] 1.5044358
## [61,] 1.4078581
## [62,] 0.9017760
## [63,] 1.6543881
## [64,] 1.3295539
## [65,] 0.7548650
## [66,] 0.9297650
## [67,] 1.0124151
## [68,] 0.6774967
## [69,] 1.9710821
## [70,] 1.1934766
## [71,] 0.4703603
## [72,] 0.8754622
## [73,] 0.8128056
## [74,] 0.6233564
## [75,] 0.3544556
## [76,] 1.6392509
## [77,] 0.6683922
## [78,] 0.7755675
## [79,] 0.8353752
## [80,] 1.3238102
## [81,] 0.7508455
## [82,] 0.4978861
## [83,] 1.0796604
## [84,] 0.6128032
## [85,] 0.8073195
## [86,] 1.6437722
## [87,] 0.5235725
## [88,] 0.6132167
## [89,] 0.9525855
## [90,] 0.5020320
## [91,] 1.1056299
## [92,] 1.3952206
## [93,] 0.7854484
## [94,] 1.3648862
## [95,] 1.0900249
## [96,] 0.5532790
## [97,] 0.5128765
## [98,] 0.7395109
## [99,] 1.1519753
## [100,] 0.9465895
## [101,] 2.2620788
## [102,] 0.4407231
## [103,] 1.6691674
## [104,] 1.0150359
## [105,] 0.6447678
## [106,] 0.6863690
## [107,] 0.5209794
## [108,] 0.9420509
## [109,] 0.5378679
## [110,] 0.9024433
## [111,] 0.9219775
## [112,] 0.8920435
## [113,] 1.0242106
## [114,] 0.9348632
## [115,] 0.9291280
## [116,] 0.4029885
## [117,] 2.3081625
## [118,] 0.7040001
## [119,] 0.8383385
## [120,] 1.2722101
## [121,] 1.2042715
## [122,] 1.0659369
## [123,] 0.8022861
## [124,] 0.6418532
## [125,] 0.8390392
## [126,] 0.8386769
## [127,] 0.7935911
## [128,] 0.9441567
## [129,] 0.8545806
## [130,] 0.8678059
## [131,] 0.5013512
## [132,] 0.8734246
## [133,] 0.6107008
## [134,] 2.0188907
## [135,] 0.5488440
## [136,] 0.8078254
## [137,] 0.5278823
## [138,] 1.1523303
## [139,] 1.1531181
## [140,] 1.3178171
## [141,] 1.4339161
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##
## $model.matrix
## (Intercept) demo$major1 demo$major2 demo$major3 demo$major4 demo$major5
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## demo$major6 demo$major7 demo$major8
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##
## $terms
## si ~ demo$major
## attr(,"variables")
## list(si, demo$major)
## attr(,"factors")
## demo$major
## si 0
## demo$major 1
## attr(,"term.labels")
## [1] "demo$major"
## attr(,"order")
## [1] 1
## attr(,"intercept")
## [1] 1
## attr(,"response")
## [1] 1
## attr(,".Environment")
## <environment: R_GlobalEnv>
##
## attr(,"class")
## [1] "adonis"Look at that! It was significant!
Career Motivation
Next, let’s look into Carer Motivation:
And an Adonis test:
## $aov.tab
## Permutation: free
## Number of permutations: 999
##
## Terms added sequentially (first to last)
##
## Df SumsOfSqs MeanSqs F.Model R2 Pr(>F)
## demo$major 8 0.4423 0.055290 1.0885 0.02794 0.336
## Residuals 303 15.3905 0.050794 0.97206
## Total 311 15.8329 1.00000
##
## $call
## adonis(formula = cm ~ demo$major)
##
## $coefficients
## cm1 cm2 cm3 cm4 cm5
## (Intercept) 3.87075501 4.06592827 4.05626160 4.2151439 3.94877997
## demo$major1 0.21375204 0.03266328 0.02824544 -0.1869749 0.07938904
## demo$major2 -0.87075501 -0.92307112 -0.77054731 -0.6437154 -0.52020854
## demo$major3 0.41495928 0.21978602 0.22945269 0.4991418 0.47979146
## demo$major4 0.12924499 0.93407173 0.94373840 0.7848561 1.05122003
## demo$major5 0.46257833 0.53407173 0.41040507 0.4515227 0.51788669
## demo$major6 -0.07854721 -0.03995424 -0.06924861 -0.2865725 0.03173951
## demo$major7 0.12924499 -0.06592827 -0.05626160 0.2848561 -0.44877997
## demo$major8 -0.43597240 -0.50071087 -0.53452247 -0.5629700 -0.99225823
##
## $coef.sites
## 1 2 3 4 5
## (Intercept) 0.130919171 0.15617941 0.56354674 0.133766256 0.130919171
## demo$major1 0.010776605 0.03982379 -0.02576442 0.037683444 0.010776605
## demo$major2 0.126401148 0.08908956 -0.12931431 0.103780549 0.126401148
## demo$major3 -0.065209878 -0.06815330 0.06412928 -0.085025194 -0.065209878
## demo$major4 -0.110511008 -0.06527032 0.09162567 -0.067099590 -0.110511008
## demo$major5 -0.074846847 -0.04916991 0.06859974 -0.055049288 -0.074846847
## demo$major6 0.022528141 0.03547763 -0.02995462 0.028740300 0.022528141
## demo$major7 -0.005919171 -0.02919528 0.01978659 -0.006954662 -0.005919171
## demo$major8 0.072284889 0.02486848 -0.04049937 0.022357046 0.072284889
## 6 7 8 9 10
## (Intercept) 0.130288728 0.128292452 0.130919171 1.256125e-01 0.56354674
## demo$major1 0.023733016 0.034013909 0.010776605 2.211794e-02 -0.02576442
## demo$major2 0.121133659 0.116435624 0.126401148 1.257148e-01 -0.12931431
## demo$major3 -0.062952576 -0.083311903 -0.065209878 -6.854879e-02 0.06412928
## demo$major4 -0.109012132 -0.084814191 -0.110511008 -1.256125e-01 0.09162567
## demo$major5 -0.064723525 -0.063818545 -0.074846847 -7.058379e-02 0.06859974
## demo$major6 0.023053852 0.030440198 0.022528141 2.604119e-02 -0.02995462
## demo$major7 -0.004192237 -0.001782964 -0.005919171 -2.382156e-05 0.01978659
## demo$major8 0.046825544 0.031633411 0.072284889 6.196139e-02 -0.04049937
## 11 12 13 14 15
## (Intercept) 0.155815405 0.130919171 0.130919171 0.135255696 0.130919171
## demo$major1 0.047001911 0.010776605 0.010776605 0.043159155 0.010776605
## demo$major2 0.088701190 0.126401148 0.126401148 0.101537892 0.126401148
## demo$major3 -0.070137668 -0.065209878 -0.065209878 -0.089738302 -0.065209878
## demo$major4 -0.039536335 -0.110511008 -0.110511008 -0.044346605 -0.110511008
## demo$major5 -0.042599911 -0.074846847 -0.074846847 -0.051278451 -0.074846847
## demo$major6 0.040165378 0.022528141 0.022528141 0.031116521 0.022528141
## demo$major7 -0.028810057 -0.005919171 -0.005919171 -0.008271569 -0.005919171
## demo$major8 -0.007310894 0.072284889 0.072284889 0.002156242 0.072284889
## 16 17 18 19 20
## (Intercept) 0.135255696 0.130919171 0.131842655 0.130919171 0.135255696
## demo$major1 0.043159155 0.010776605 0.028670647 0.010776605 0.043159155
## demo$major2 0.101537892 0.126401148 0.119529939 0.126401148 0.101537892
## demo$major3 -0.089738302 -0.065209878 -0.067079563 -0.065209878 -0.089738302
## demo$major4 -0.044346605 -0.110511008 -0.088364394 -0.110511008 -0.044346605
## demo$major5 -0.051278451 -0.074846847 -0.061442822 -0.074846847 -0.051278451
## demo$major6 0.031116521 0.022528141 0.025218139 0.022528141 0.031116521
## demo$major7 -0.008271569 -0.005919171 -0.005333167 -0.005919171 -0.008271569
## demo$major8 0.002156242 0.072284889 0.028177317 0.072284889 0.002156242
## 21 22 23 24 25
## (Intercept) 1.256125e-01 0.130919171 0.393741395 0.134077746 0.130919171
## demo$major1 2.211794e-02 0.010776605 0.023146030 0.035556415 0.010776605
## demo$major2 1.257148e-01 0.126401148 -0.032600015 0.110271781 0.126401148
## demo$major3 -6.854879e-02 -0.065209878 0.023280319 -0.078692165 -0.065209878
## demo$major4 -1.256125e-01 -0.110511008 0.060804060 -0.067411079 -0.110511008
## demo$major5 -7.058379e-02 -0.074846847 0.029996622 -0.055575549 -0.074846847
## demo$major6 2.604119e-02 0.022528141 0.006148296 0.028821666 0.022528141
## demo$major7 -2.382156e-05 -0.005919171 -0.033447277 -0.007266152 -0.005919171
## demo$major8 6.196139e-02 0.072284889 -0.065244225 0.015962992 0.072284889
## 26 27 28 29 30
## (Intercept) 0.56354674 1.256125e-01 0.135255696 0.130919171 0.292985384
## demo$major1 -0.02576442 2.211794e-02 0.043159155 0.010776605 0.042866789
## demo$major2 -0.12931431 1.257148e-01 0.101537892 0.126401148 0.013269897
## demo$major3 0.06412928 -6.854879e-02 -0.089738302 -0.065209878 -0.001231828
## demo$major4 0.09162567 -1.256125e-01 -0.044346605 -0.110511008 0.040347949
## demo$major5 0.06859974 -7.058379e-02 -0.051278451 -0.074846847 0.011532851
## demo$major6 -0.02995462 2.604119e-02 0.031116521 0.022528141 0.025230028
## demo$major7 0.01978659 -2.382156e-05 -0.008271569 -0.005919171 -0.061754153
## demo$major8 -0.04049937 6.196139e-02 0.002156242 0.072284889 -0.066827819
## 31 32 33 34 35
## (Intercept) 0.515328370 0.515195047 0.56354674 0.130919171 0.14711854
## demo$major1 -0.014377757 -0.009549599 -0.02576442 0.010776605 0.04667874
## demo$major2 -0.098228095 -0.098094772 -0.12931431 0.126401148 0.09660440
## demo$major3 0.053995803 0.054129126 0.06412928 -0.065209878 -0.07609282
## demo$major4 0.084671630 0.084804953 0.09162567 -0.110511008 -0.03083947
## demo$major5 0.059126115 0.059259438 0.06859974 -0.074846847 -0.04417262
## demo$major6 -0.018112794 -0.019409925 -0.02995462 0.022528141 0.03445549
## demo$major7 0.005408957 0.005542280 0.01978659 -0.005919171 -0.02011319
## demo$major8 -0.053967011 -0.053833688 -0.04049937 0.072284889 -0.01660591
## 36 37 38 39 40
## (Intercept) 0.136266132 0.15963220 0.56354674 0.389732757 0.130919171
## demo$major1 0.028530533 0.04127061 -0.02576442 0.020581898 0.010776605
## demo$major2 0.108461944 0.09202726 -0.12931431 -0.028591377 0.126401148
## demo$major3 -0.091285583 -0.05270010 0.06412928 0.027288957 -0.065209878
## demo$major4 -0.049309610 -0.04335313 0.09162567 0.064812697 -0.110511008
## demo$major5 -0.062967748 -0.04006750 0.06859974 0.034005260 -0.074846847
## demo$major6 0.030264613 0.03456207 -0.02995462 0.006182895 0.022528141
## demo$major7 -0.009756644 -0.03262685 0.01978659 -0.029438639 -0.005919171
## demo$major8 0.031615061 -0.01101892 -0.04049937 -0.071376879 0.072284889
## 41 42 43 44 45
## (Intercept) 0.56354674 0.130919171 0.130919171 0.294267363 0.127116343
## demo$major1 -0.02576442 0.010776605 0.010776605 0.039472135 0.026920207
## demo$major2 -0.12931431 0.126401148 0.126401148 0.011987919 0.124306044
## demo$major3 0.06412928 -0.065209878 -0.065209878 -0.002513807 -0.072767204
## demo$major4 0.09162567 -0.110511008 -0.110511008 0.039065970 -0.105839747
## demo$major5 0.06859974 -0.074846847 -0.074846847 0.005312600 -0.067544406
## demo$major6 -0.02995462 0.022528141 0.022528141 0.019813830 0.028234308
## demo$major7 0.01978659 -0.005919171 -0.005919171 -0.025999095 -0.001019852
## demo$major8 -0.04049937 0.072284889 0.072284889 -0.071030182 0.044097160
## 46 47 48 49 50
## (Intercept) 0.21295417 0.20886644 0.56354674 0.13740890 0.3977705388
## demo$major1 0.05295189 0.03719994 -0.02576442 0.01671004 0.0191168864
## demo$major2 0.05192678 0.05005053 -0.12931431 0.12050700 -0.0366291592
## demo$major3 -0.02606320 -0.05240683 0.06412928 -0.06372354 0.0192511753
## demo$major4 0.01781506 -0.03813473 0.09162567 -0.07357911 0.0567749157
## demo$major5 -0.01747677 -0.03230862 0.06859974 -0.06617268 0.0259674784
## demo$major6 0.03486256 0.02293731 -0.02995462 0.02159018 0.0002935206
## demo$major7 -0.05462084 -0.01987834 0.01978659 -0.01131241 0.0041902455
## demo$major8 -0.05472061 0.01203938 -0.04049937 0.03978760 -0.0605476935
## 51 52 53 54 55
## (Intercept) 0.56354674 0.21872881 0.16665616 0.56354674 0.131842655
## demo$major1 -0.02576442 0.04822055 0.04388936 -0.02576442 0.028670647
## demo$major2 -0.12931431 0.06400929 0.09231423 -0.12931431 0.119529939
## demo$major3 0.06412928 -0.03183783 -0.06884321 0.06412928 -0.067079563
## demo$major4 0.09162567 0.01204042 -0.02379902 0.09162567 -0.088364394
## demo$major5 0.06859974 -0.01488539 -0.04042296 0.06859974 -0.061442822
## demo$major6 -0.02995462 0.03436380 0.03036716 -0.02995462 0.025218139
## demo$major7 0.01978659 -0.06039547 -0.00950324 0.01978659 -0.005333167
## demo$major8 -0.04049937 -0.05122210 -0.02564554 -0.04049937 0.028177317
## 56 57 58 59 60
## (Intercept) 0.14711854 0.151504738 0.130919171 0.130919171 0.4395166917
## demo$major1 0.04667874 0.033164777 0.010776605 0.010776605 0.0112707840
## demo$major2 0.09660440 0.107701507 0.126401148 0.126401148 -0.0594999268
## demo$major3 -0.07609282 -0.070961626 -0.065209878 -0.065209878 0.0248639195
## demo$major4 -0.03083947 -0.060595647 -0.110511008 -0.110511008 0.0604833083
## demo$major5 -0.04417262 -0.054263251 -0.074846847 -0.074846847 0.0369086006
## demo$major6 0.03445549 0.023411698 0.022528141 0.022528141 0.0003060698
## demo$major7 -0.02011319 0.004050818 -0.005919171 -0.005919171 -0.0297670211
## demo$major8 -0.01660591 0.007170538 0.072284889 0.072284889 -0.0475063173
## 61 62 63 64 65
## (Intercept) 0.130919171 0.149452144 0.131538560 0.16756274 0.14881023
## demo$major1 0.010776605 0.045125473 0.030752294 0.04452659 0.01946674
## demo$major2 0.126401148 0.094270800 0.113189516 0.08324439 0.11653289
## demo$major3 -0.065209878 -0.078426421 -0.073268974 -0.06974978 -0.05065915
## demo$major4 -0.110511008 -0.033173074 -0.088060299 -0.02470559 -0.06185370
## demo$major5 -0.074846847 -0.046681665 -0.060933574 -0.04151433 -0.06005155
## demo$major6 0.022528141 0.032347730 0.025140483 0.02766178 0.02451891
## demo$major7 -0.005919171 -0.022446796 -0.005029072 -0.01040981 -0.02230074
## demo$major8 0.072284889 -0.005072065 0.034425029 -0.01451637 0.02330586
## 66 67 68 69 70
## (Intercept) 0.145563607 0.130919171 0.131538560 0.14288590 1.256125e-01
## demo$major1 0.039847197 0.010776605 0.030752294 0.04503588 2.211794e-02
## demo$major2 0.098198622 0.126401148 0.113189516 0.09390768 1.257148e-01
## demo$major3 -0.065020495 -0.065209878 -0.073268974 -0.08308280 -6.854879e-02
## demo$major4 -0.054654516 -0.110511008 -0.088060299 -0.05197681 -1.256125e-01
## demo$major5 -0.051740924 -0.074846847 -0.060933574 -0.05231525 -7.058379e-02
## demo$major6 0.028005793 0.022528141 0.025140483 0.03494333 2.604119e-02
## demo$major7 -0.018579480 -0.005919171 -0.005029072 -0.01590178 -2.382156e-05
## demo$major8 0.007599246 0.072284889 0.034425029 0.01218808 6.196139e-02
## 71 72 73 74 75
## (Intercept) 0.130919171 0.23891771 0.135255696 0.130919171 0.130919171
## demo$major1 0.010776605 0.04860650 0.043159155 0.010776605 0.010776605
## demo$major2 0.126401148 0.04244451 0.101537892 0.126401148 0.126401148
## demo$major3 -0.065209878 -0.01902257 -0.089738302 -0.065209878 -0.065209878
## demo$major4 -0.110511008 0.02424019 -0.044346605 -0.110511008 -0.110511008
## demo$major5 -0.074846847 -0.01065707 -0.051278451 -0.074846847 -0.074846847
## demo$major6 0.022528141 0.03082479 0.031116521 0.022528141 0.022528141
## demo$major7 -0.005919171 -0.04616793 -0.008271569 -0.005919171 -0.005919171
## demo$major8 0.072284889 -0.05892617 0.002156242 0.072284889 0.072284889
## 76 77 78 79 80
## (Intercept) 0.127116343 0.130919171 0.56354674 0.135255696 0.130919171
## demo$major1 0.026920207 0.010776605 -0.02576442 0.043159155 0.010776605
## demo$major2 0.124306044 0.126401148 -0.12931431 0.101537892 0.126401148
## demo$major3 -0.072767204 -0.065209878 0.06412928 -0.089738302 -0.065209878
## demo$major4 -0.105839747 -0.110511008 0.09162567 -0.044346605 -0.110511008
## demo$major5 -0.067544406 -0.074846847 0.06859974 -0.051278451 -0.074846847
## demo$major6 0.028234308 0.022528141 -0.02995462 0.031116521 0.022528141
## demo$major7 -0.001019852 -0.005919171 0.01978659 -0.008271569 -0.005919171
## demo$major8 0.044097160 0.072284889 -0.04049937 0.002156242 0.072284889
## 81 82 83 84 85
## (Intercept) 0.130919171 0.18312536 0.294449427 0.1268193020 0.135255696
## demo$major1 0.010776605 0.04745811 0.039239040 0.0289583597 0.043159155
## demo$major2 0.126401148 0.06650368 0.021658072 0.1181095786 0.101537892
## demo$major3 -0.065209878 -0.05714736 -0.002695870 -0.0788193691 -0.089738302
## demo$major4 -0.110511008 -0.01239365 0.038883907 -0.1055427063 -0.044346605
## demo$major5 -0.074846847 -0.03199676 0.005130537 -0.0670512003 -0.051278451
## demo$major6 0.022528141 0.03068776 0.021130924 0.0281601063 0.031116521
## demo$major7 -0.005919171 -0.02538726 -0.026181159 -0.0007228108 -0.008271569
## demo$major8 0.072284889 -0.02653262 -0.073314492 0.0502050927 0.002156242
## 86 87 88 89 90
## (Intercept) 1.256125e-01 0.142022184 0.265648861 0.130919171 0.148003171
## demo$major1 2.211794e-02 0.044436026 0.044518008 0.010776605 0.047296727
## demo$major2 1.257148e-01 0.102493412 0.032793323 0.126401148 0.087783265
## demo$major3 -6.854879e-02 -0.082219076 -0.010855652 -0.065209878 -0.076977449
## demo$major4 -1.256125e-01 -0.051113093 0.031648436 -0.110511008 -0.031724102
## demo$major5 -7.058379e-02 -0.051284763 -0.002742321 -0.074846847 -0.045232693
## demo$major6 2.604119e-02 0.037511144 0.026001216 0.022528141 0.031820696
## demo$major7 -2.382156e-05 -0.015038057 -0.036325553 -0.005919171 -0.020997824
## demo$major8 6.196139e-02 0.001648712 -0.068793701 0.072284889 -0.005779674
## 91 92 93 94 95
## (Intercept) 0.130919171 1.256125e-01 0.428835612 0.130919171 1.256125e-01
## demo$major1 0.010776605 2.211794e-02 0.015965338 0.010776605 2.211794e-02
## demo$major2 0.126401148 1.257148e-01 -0.048818847 0.126401148 1.257148e-01
## demo$major3 -0.065209878 -6.854879e-02 0.035544999 -0.065209878 -6.854879e-02
## demo$major4 -0.110511008 -1.256125e-01 0.071164388 -0.110511008 -1.256125e-01
## demo$major5 -0.074846847 -7.058379e-02 0.041792579 -0.074846847 -7.058379e-02
## demo$major6 0.022528141 2.604119e-02 -0.001943731 0.022528141 2.604119e-02
## demo$major7 -0.005919171 -2.382156e-05 -0.019085941 -0.005919171 -2.382156e-05
## demo$major8 0.072284889 6.196139e-02 -0.067394299 0.072284889 6.196139e-02
## 96 97 98 99 100
## (Intercept) 0.136266132 0.13568432 0.56354674 0.18309194 0.130919171
## demo$major1 0.028530533 0.01212501 -0.02576442 0.04650664 0.010776605
## demo$major2 0.108461944 0.12199221 -0.12931431 0.07494046 0.126401148
## demo$major3 -0.091285583 -0.05971100 0.06412928 -0.05711395 -0.065209878
## demo$major4 -0.049309610 -0.09401765 0.09162567 -0.01236024 -0.110511008
## demo$major5 -0.062967748 -0.06924109 0.06859974 -0.03632495 -0.074846847
## demo$major6 0.030264613 0.01954059 -0.02995462 0.02878546 0.022528141
## demo$major7 -0.009756644 -0.01009562 0.01978659 -0.02535385 -0.005919171
## demo$major8 0.031615061 0.05773826 -0.04049937 -0.02252837 0.072284889
## 101 102 103 104 105
## (Intercept) 0.130919171 0.130919171 0.14203645 0.13305496 0.130919171
## demo$major1 0.010776605 0.010776605 0.03800888 0.03595459 0.010776605
## demo$major2 0.126401148 0.126401148 0.09622643 0.11129456 0.126401148
## demo$major3 -0.065209878 -0.065209878 -0.07935811 -0.07766938 -0.065209878
## demo$major4 -0.110511008 -0.110511008 -0.07536979 -0.06638830 -0.110511008
## demo$major5 -0.074846847 -0.074846847 -0.05355204 -0.05743877 -0.074846847
## demo$major6 0.022528141 0.022528141 0.03418392 0.02739062 0.022528141
## demo$major7 -0.005919171 -0.005919171 -0.01522486 -0.00624337 -0.005919171
## demo$major8 0.072284889 0.072284889 0.03119201 0.01501655 0.072284889
## 106 107 108 109 110
## (Intercept) 0.38830193 0.130919171 0.131538560 0.56354674 0.130442916
## demo$major1 0.02389066 0.010776605 0.030752294 -0.02576442 0.041023045
## demo$major2 -0.02716055 0.126401148 0.113189516 -0.12931431 0.107103890
## demo$major3 0.02871978 -0.065209878 -0.073268974 0.06412928 -0.095307295
## demo$major4 0.06624352 -0.110511008 -0.088060299 0.09162567 -0.063776249
## demo$major5 0.03543609 -0.074846847 -0.060933574 0.06859974 -0.058001325
## demo$major6 0.00761372 0.022528141 0.025140483 -0.02995462 0.034164908
## demo$major7 -0.02800781 -0.005919171 -0.005029072 0.01978659 -0.003631321
## demo$major8 -0.08817363 0.072284889 0.034425029 -0.04049937 0.019499176
## 111 112 113 114 115
## (Intercept) 0.130919171 0.56354674 0.130919171 0.130919171 0.142022184
## demo$major1 0.010776605 -0.02576442 0.010776605 0.010776605 0.044436026
## demo$major2 0.126401148 -0.12931431 0.126401148 0.126401148 0.102493412
## demo$major3 -0.065209878 0.06412928 -0.065209878 -0.065209878 -0.082219076
## demo$major4 -0.110511008 0.09162567 -0.110511008 -0.110511008 -0.051113093
## demo$major5 -0.074846847 0.06859974 -0.074846847 -0.074846847 -0.051284763
## demo$major6 0.022528141 -0.02995462 0.022528141 0.022528141 0.037511144
## demo$major7 -0.005919171 0.01978659 -0.005919171 -0.005919171 -0.015038057
## demo$major8 0.072284889 -0.04049937 0.072284889 0.072284889 0.001648712
## 116 117 118 119 120
## (Intercept) 0.130919171 0.130919171 0.17356311 0.56354674 1.256125e-01
## demo$major1 0.010776605 0.010776605 0.02165359 -0.02576442 2.211794e-02
## demo$major2 0.126401148 0.126401148 0.10033379 -0.12931431 1.257148e-01
## demo$major3 -0.065209878 -0.065209878 -0.05799428 0.06412928 -6.854879e-02
## demo$major4 -0.110511008 -0.110511008 -0.03719947 0.09162567 -1.256125e-01
## demo$major5 -0.074846847 -0.074846847 -0.05343480 0.06859974 -7.058379e-02
## demo$major6 0.022528141 0.022528141 0.02180570 -0.02995462 2.604119e-02
## demo$major7 -0.005919171 -0.005919171 -0.01800755 0.01978659 -2.382156e-05
## demo$major8 0.072284889 0.072284889 0.01565681 -0.04049937 6.196139e-02
## 121 122 123 124 125
## (Intercept) 0.130919171 0.130919171 0.130919171 0.180630942 0.130919171
## demo$major1 0.010776605 0.010776605 0.010776605 0.048141661 0.010776605
## demo$major2 0.126401148 0.126401148 0.126401148 0.077401457 0.126401148
## demo$major3 -0.065209878 -0.065209878 -0.065209878 -0.054652944 -0.065209878
## demo$major4 -0.110511008 -0.110511008 -0.110511008 -0.009899235 -0.110511008
## demo$major5 -0.074846847 -0.074846847 -0.074846847 -0.033669013 -0.074846847
## demo$major6 0.022528141 0.022528141 0.022528141 0.031015511 0.022528141
## demo$major7 -0.005919171 -0.005919171 -0.005919171 -0.022892847 -0.005919171
## demo$major8 0.072284889 0.072284889 0.072284889 -0.034714428 0.072284889
## 126 127 128 129 130
## (Intercept) 0.130919171 0.204619493 0.135255696 0.130919171 0.130919171
## demo$major1 0.010776605 0.044137951 0.043159155 0.010776605 0.010776605
## demo$major2 0.126401148 0.069417202 0.101537892 0.126401148 0.126401148
## demo$major3 -0.065209878 -0.048989262 -0.089738302 -0.065209878 -0.065209878
## demo$major4 -0.110511008 -0.004619493 -0.044346605 -0.110511008 -0.110511008
## demo$major5 -0.074846847 -0.027798309 -0.051278451 -0.074846847 -0.074846847
## demo$major6 0.022528141 0.027256625 0.031116521 0.022528141 0.022528141
## demo$major7 -0.005919171 -0.014218235 -0.008271569 -0.005919171 -0.005919171
## demo$major8 0.072284889 -0.038344140 0.002156242 0.072284889 0.072284889
## 131 132 133 134 135
## (Intercept) 0.148003171 0.130919171 0.130919171 0.130919171 0.130919171
## demo$major1 0.047296727 0.010776605 0.010776605 0.010776605 0.010776605
## demo$major2 0.087783265 0.126401148 0.126401148 0.126401148 0.126401148
## demo$major3 -0.076977449 -0.065209878 -0.065209878 -0.065209878 -0.065209878
## demo$major4 -0.031724102 -0.110511008 -0.110511008 -0.110511008 -0.110511008
## demo$major5 -0.045232693 -0.074846847 -0.074846847 -0.074846847 -0.074846847
## demo$major6 0.031820696 0.022528141 0.022528141 0.022528141 0.022528141
## demo$major7 -0.020997824 -0.005919171 -0.005919171 -0.005919171 -0.005919171
## demo$major8 -0.005779674 0.072284889 0.072284889 0.072284889 0.072284889
## 136 137 138 139 140
## (Intercept) 0.14711854 0.130919171 0.515328370 0.127116343 0.130919171
## demo$major1 0.04667874 0.010776605 -0.014377757 0.026920207 0.010776605
## demo$major2 0.09660440 0.126401148 -0.098228095 0.124306044 0.126401148
## demo$major3 -0.07609282 -0.065209878 0.053995803 -0.072767204 -0.065209878
## demo$major4 -0.03083947 -0.110511008 0.084671630 -0.105839747 -0.110511008
## demo$major5 -0.04417262 -0.074846847 0.059126115 -0.067544406 -0.074846847
## demo$major6 0.03445549 0.022528141 -0.018112794 0.028234308 0.022528141
## demo$major7 -0.02011319 -0.005919171 0.005408957 -0.001019852 -0.005919171
## demo$major8 -0.01660591 0.072284889 -0.053967011 0.044097160 0.072284889
## 141 142 143 144 145
## (Intercept) 0.133766256 1.256125e-01 0.130919171 0.135255696 0.131538560
## demo$major1 0.037683444 2.211794e-02 0.010776605 0.043159155 0.030752294
## demo$major2 0.103780549 1.257148e-01 0.126401148 0.101537892 0.113189516
## demo$major3 -0.085025194 -6.854879e-02 -0.065209878 -0.089738302 -0.073268974
## demo$major4 -0.067099590 -1.256125e-01 -0.110511008 -0.044346605 -0.088060299
## demo$major5 -0.055049288 -7.058379e-02 -0.074846847 -0.051278451 -0.060933574
## demo$major6 0.028740300 2.604119e-02 0.022528141 0.031116521 0.025140483
## demo$major7 -0.006954662 -2.382156e-05 -0.005919171 -0.008271569 -0.005029072
## demo$major8 0.022357046 6.196139e-02 0.072284889 0.002156242 0.034425029
## 146 147 148 149 150
## (Intercept) 0.14711854 0.130919171 0.135255696 0.56354674 0.12898903
## demo$major1 0.04667874 0.010776605 0.043159155 -0.02576442 0.03570597
## demo$major2 0.09660440 0.126401148 0.101537892 -0.12931431 0.10909453
## demo$major3 -0.07609282 -0.065209878 -0.089738302 0.06412928 -0.09050199
## demo$major4 -0.03083947 -0.110511008 -0.044346605 0.09162567 -0.08551077
## demo$major5 -0.04417262 -0.074846847 -0.051278451 0.06859974 -0.06148482
## demo$major6 0.03445549 0.022528141 0.031116521 -0.02995462 0.03175904
## demo$major7 -0.02011319 -0.005919171 -0.008271569 0.01978659 -0.00247954
## demo$major8 -0.01660591 0.072284889 0.002156242 -0.04049937 0.03880624
## 151 152 153 154 155
## (Intercept) 0.130919171 0.130919171 0.134077746 0.133766256 0.13740890
## demo$major1 0.010776605 0.010776605 0.035556415 0.037683444 0.01671004
## demo$major2 0.126401148 0.126401148 0.110271781 0.103780549 0.12050700
## demo$major3 -0.065209878 -0.065209878 -0.078692165 -0.085025194 -0.06372354
## demo$major4 -0.110511008 -0.110511008 -0.067411079 -0.067099590 -0.07357911
## demo$major5 -0.074846847 -0.074846847 -0.055575549 -0.055049288 -0.06617268
## demo$major6 0.022528141 0.022528141 0.028821666 0.028740300 0.02159018
## demo$major7 -0.005919171 -0.005919171 -0.007266152 -0.006954662 -0.01131241
## demo$major8 0.072284889 0.072284889 0.015962992 0.022357046 0.03978760
## 156 157 158 159 160
## (Intercept) 0.130919171 0.130919171 0.135255696 1.256125e-01 0.142022184
## demo$major1 0.010776605 0.010776605 0.043159155 2.211794e-02 0.044436026
## demo$major2 0.126401148 0.126401148 0.101537892 1.257148e-01 0.102493412
## demo$major3 -0.065209878 -0.065209878 -0.089738302 -6.854879e-02 -0.082219076
## demo$major4 -0.110511008 -0.110511008 -0.044346605 -1.256125e-01 -0.051113093
## demo$major5 -0.074846847 -0.074846847 -0.051278451 -7.058379e-02 -0.051284763
## demo$major6 0.022528141 0.022528141 0.031116521 2.604119e-02 0.037511144
## demo$major7 -0.005919171 -0.005919171 -0.008271569 -2.382156e-05 -0.015038057
## demo$major8 0.072284889 0.072284889 0.002156242 6.196139e-02 0.001648712
## 161 162 163 164 165
## (Intercept) 0.13740890 0.56354674 0.130919171 0.130919171 0.13568432
## demo$major1 0.01671004 -0.02576442 0.010776605 0.010776605 0.01212501
## demo$major2 0.12050700 -0.12931431 0.126401148 0.126401148 0.12199221
## demo$major3 -0.06372354 0.06412928 -0.065209878 -0.065209878 -0.05971100
## demo$major4 -0.07357911 0.09162567 -0.110511008 -0.110511008 -0.09401765
## demo$major5 -0.06617268 0.06859974 -0.074846847 -0.074846847 -0.06924109
## demo$major6 0.02159018 -0.02995462 0.022528141 0.022528141 0.01954059
## demo$major7 -0.01131241 0.01978659 -0.005919171 -0.005919171 -0.01009562
## demo$major8 0.03978760 -0.04049937 0.072284889 0.072284889 0.05773826
## 166 167 168 169 170
## (Intercept) 0.130919171 0.130919171 0.135255696 0.130919171 0.294267363
## demo$major1 0.010776605 0.010776605 0.043159155 0.010776605 0.039472135
## demo$major2 0.126401148 0.126401148 0.101537892 0.126401148 0.011987919
## demo$major3 -0.065209878 -0.065209878 -0.089738302 -0.065209878 -0.002513807
## demo$major4 -0.110511008 -0.110511008 -0.044346605 -0.110511008 0.039065970
## demo$major5 -0.074846847 -0.074846847 -0.051278451 -0.074846847 0.005312600
## demo$major6 0.022528141 0.022528141 0.031116521 0.022528141 0.019813830
## demo$major7 -0.005919171 -0.005919171 -0.008271569 -0.005919171 -0.025999095
## demo$major8 0.072284889 0.072284889 0.002156242 0.072284889 -0.071030182
## 171 172 173 174 175
## (Intercept) 0.56354674 0.130442916 0.154117195 0.13568432 0.132582380
## demo$major1 -0.02576442 0.041023045 0.040421379 0.01212501 0.015241096
## demo$major2 -0.12931431 0.107103890 0.097542257 0.12199221 0.125094146
## demo$major3 0.06412928 -0.095307295 -0.083091472 -0.05971100 -0.069307471
## demo$major4 0.09162567 -0.063776249 -0.037838125 -0.09401765 -0.090915713
## demo$major5 0.06859974 -0.058001325 -0.047837944 -0.06924109 -0.072000662
## demo$major6 -0.02995462 0.034164908 0.027089510 0.01954059 0.024607044
## demo$major7 0.01978659 -0.003631321 0.002299918 -0.01009562 -0.006993683
## demo$major8 -0.04049937 0.019499176 -0.006195927 0.05773826 0.055070291
## 176 177 178 179 180
## (Intercept) 0.13711186 4.699388e-01 0.132292076 0.149452144 0.14288590
## demo$major1 0.01874820 -1.614308e-05 0.017237527 0.045125473 0.04503588
## demo$major2 0.11431053 -7.112925e-02 0.119035243 0.094270800 0.09390768
## demo$major3 -0.06977570 4.509042e-02 -0.075228347 -0.078426421 -0.08308280
## demo$major4 -0.07328207 7.844833e-02 -0.090625410 -0.033173074 -0.05197681
## demo$major5 -0.06567947 5.081122e-02 -0.071522603 -0.046681665 -0.05231525
## demo$major6 0.02151598 -9.007205e-03 0.024536064 0.032347730 0.03494333
## demo$major7 -0.01101536 -6.870590e-03 -0.006703379 -0.022446796 -0.01590178
## demo$major8 0.04589554 -6.501791e-02 0.061044572 -0.005072065 0.01218808
## 181 182 183 184 185
## (Intercept) 0.130919171 0.277528952 0.56354674 0.130919171 0.1531591880
## demo$major1 0.010776605 0.035553637 -0.02576442 0.010776605 0.0091224369
## demo$major2 0.126401148 0.020913232 -0.12931431 0.126401148 0.1190424199
## demo$major3 -0.065209878 -0.022735742 0.06412928 -0.065209878 -0.0531977799
## demo$major4 -0.110511008 0.019768346 0.09162567 -0.110511008 -0.0893294008
## demo$major5 -0.074846847 -0.005938938 0.06859974 -0.074846847 -0.0666175316
## demo$major6 0.022528141 0.016081499 -0.02995462 0.022528141 0.0157522889
## demo$major7 -0.005919171 -0.012491358 0.01978659 -0.005919171 -0.0007469073
## demo$major8 0.072284889 -0.042531499 -0.04049937 0.072284889 0.0513702510
## 186 187 188 189 190
## (Intercept) 0.135255696 0.471546828 0.221530737 0.130919171 0.130919171
## demo$major1 0.043159155 0.003672538 0.047355652 0.010776605 0.010776605
## demo$major2 0.101537892 -0.072737304 0.061207358 0.126401148 0.126401148
## demo$major3 -0.089738302 0.043482364 -0.034639765 -0.065209878 -0.065209878
## demo$major4 -0.044346605 0.076840269 0.009238493 -0.110511008 -0.110511008
## demo$major5 -0.051278451 0.049203159 -0.013242878 -0.074846847 -0.074846847
## demo$major6 0.031116521 -0.009970073 0.034223443 0.022528141 0.022528141
## demo$major7 -0.008271569 -0.008478646 -0.063197404 -0.005919171 -0.005919171
## demo$major8 0.002156242 -0.057834967 -0.045882034 0.072284889 0.072284889
## 191 192 193 194 195
## (Intercept) 0.294875522 1.256125e-01 0.130442916 0.130919171 0.56354674
## demo$major1 0.038812945 2.211794e-02 0.041023045 0.010776605 -0.02576442
## demo$major2 0.011379760 1.257148e-01 0.107103890 0.126401148 -0.12931431
## demo$major3 -0.003121966 -6.854879e-02 -0.095307295 -0.065209878 0.06412928
## demo$major4 0.038457811 -1.256125e-01 -0.063776249 -0.110511008 0.09162567
## demo$major5 0.004704441 -7.058379e-02 -0.058001325 -0.074846847 0.06859974
## demo$major6 0.019169338 2.604119e-02 0.034164908 0.022528141 -0.02995462
## demo$major7 -0.026607254 -2.382156e-05 -0.003631321 -0.005919171 0.01978659
## demo$major8 -0.066494210 6.196139e-02 0.019499176 0.072284889 -0.04049937
## 196 197 198 199 200
## (Intercept) 0.135255696 0.14370345 0.130919171 0.127116343 0.132582380
## demo$major1 0.043159155 0.01792229 0.010776605 0.026920207 0.015241096
## demo$major2 0.101537892 0.12135530 0.126401148 0.124306044 0.125094146
## demo$major3 -0.089738302 -0.05672905 -0.065209878 -0.072767204 -0.069307471
## demo$major4 -0.044346605 -0.07987366 -0.110511008 -0.105839747 -0.090915713
## demo$major5 -0.051278451 -0.06618536 -0.074846847 -0.067544406 -0.072000662
## demo$major6 0.031116521 0.02754557 0.022528141 0.028234308 0.024607044
## demo$major7 -0.008271569 -0.01760696 -0.005919171 -0.001019852 -0.006993683
## demo$major8 0.002156242 0.03933188 0.072284889 0.044097160 0.055070291
## 201 202 203 204 205
## (Intercept) 0.21295417 1.256125e-01 0.130919171 0.393023189 0.14629025
## demo$major1 0.05295189 2.211794e-02 0.010776605 0.018632848 0.04161447
## demo$major2 0.05192678 1.257148e-01 0.126401148 -0.020892798 0.09050334
## demo$major3 -0.02606320 -6.854879e-02 -0.065209878 0.023998525 -0.07254986
## demo$major4 0.01781506 -1.256125e-01 -0.110511008 0.061522266 -0.05538116
## demo$major5 -0.01747677 -7.058379e-02 -0.074846847 0.030714828 -0.04929296
## demo$major6 0.03486256 2.604119e-02 0.022528141 0.007246215 0.02938778
## demo$major7 -0.05462084 -2.382156e-05 -0.005919171 -0.032729071 -0.01930612
## demo$major8 -0.05472061 6.196139e-02 0.072284889 -0.061554819 0.01511544
## 206 207 208 209 210
## (Intercept) 0.56354674 0.132582380 0.132582380 0.13740890 0.135255696
## demo$major1 -0.02576442 0.015241096 0.015241096 0.01671004 0.043159155
## demo$major2 -0.12931431 0.125094146 0.125094146 0.12050700 0.101537892
## demo$major3 0.06412928 -0.069307471 -0.069307471 -0.06372354 -0.089738302
## demo$major4 0.09162567 -0.090915713 -0.090915713 -0.07357911 -0.044346605
## demo$major5 0.06859974 -0.072000662 -0.072000662 -0.06617268 -0.051278451
## demo$major6 -0.02995462 0.024607044 0.024607044 0.02159018 0.031116521
## demo$major7 0.01978659 -0.006993683 -0.006993683 -0.01131241 -0.008271569
## demo$major8 -0.04049937 0.055070291 0.055070291 0.03978760 0.002156242
## 211 212 213 214 215
## (Intercept) 0.56354674 1.256125e-01 0.130919171 0.130919171 0.130919171
## demo$major1 -0.02576442 2.211794e-02 0.010776605 0.010776605 0.010776605
## demo$major2 -0.12931431 1.257148e-01 0.126401148 0.126401148 0.126401148
## demo$major3 0.06412928 -6.854879e-02 -0.065209878 -0.065209878 -0.065209878
## demo$major4 0.09162567 -1.256125e-01 -0.110511008 -0.110511008 -0.110511008
## demo$major5 0.06859974 -7.058379e-02 -0.074846847 -0.074846847 -0.074846847
## demo$major6 -0.02995462 2.604119e-02 0.022528141 0.022528141 0.022528141
## demo$major7 0.01978659 -2.382156e-05 -0.005919171 -0.005919171 -0.005919171
## demo$major8 -0.04049937 6.196139e-02 0.072284889 0.072284889 0.072284889
## 216 217 218 219 220
## (Intercept) 0.56354674 0.130919171 0.130919171 0.130919171 0.130919171
## demo$major1 -0.02576442 0.010776605 0.010776605 0.010776605 0.010776605
## demo$major2 -0.12931431 0.126401148 0.126401148 0.126401148 0.126401148
## demo$major3 0.06412928 -0.065209878 -0.065209878 -0.065209878 -0.065209878
## demo$major4 0.09162567 -0.110511008 -0.110511008 -0.110511008 -0.110511008
## demo$major5 0.06859974 -0.074846847 -0.074846847 -0.074846847 -0.074846847
## demo$major6 -0.02995462 0.022528141 0.022528141 0.022528141 0.022528141
## demo$major7 0.01978659 -0.005919171 -0.005919171 -0.005919171 -0.005919171
## demo$major8 -0.04049937 0.072284889 0.072284889 0.072284889 0.072284889
## 221 222 223 224 225
## (Intercept) 0.130919171 0.130919171 0.130919171 0.13568432 0.16665616
## demo$major1 0.010776605 0.010776605 0.010776605 0.01212501 0.04388936
## demo$major2 0.126401148 0.126401148 0.126401148 0.12199221 0.09231423
## demo$major3 -0.065209878 -0.065209878 -0.065209878 -0.05971100 -0.06884321
## demo$major4 -0.110511008 -0.110511008 -0.110511008 -0.09401765 -0.02379902
## demo$major5 -0.074846847 -0.074846847 -0.074846847 -0.06924109 -0.04042296
## demo$major6 0.022528141 0.022528141 0.022528141 0.01954059 0.03036716
## demo$major7 -0.005919171 -0.005919171 -0.005919171 -0.01009562 -0.00950324
## demo$major8 0.072284889 0.072284889 0.072284889 0.05773826 -0.02564554
## 226 227 228 229 230
## (Intercept) 0.13951224 0.177525122 1.256125e-01 0.56354674 0.56354674
## demo$major1 0.02526892 0.052116963 2.211794e-02 -0.02576442 -0.02576442
## demo$major2 0.10521584 0.064585119 1.257148e-01 -0.12931431 -0.12931431
## demo$major3 -0.08124265 -0.051547124 -6.854879e-02 0.06412928 0.06412928
## demo$major4 -0.05255572 -0.006793414 -1.256125e-01 0.09162567 0.09162567
## demo$major5 -0.06008278 -0.030758125 -7.058379e-02 0.06859974 0.06859974
## demo$major6 0.02496490 0.035696346 2.604119e-02 -0.02995462 -0.02995462
## demo$major7 -0.01300275 -0.051037027 -2.382156e-05 0.01978659 0.01978659
## demo$major8 0.03440668 -0.023218724 6.196139e-02 -0.04049937 -0.04049937
## 231 232 233 234 235
## (Intercept) 0.128292452 0.130919171 1.256125e-01 0.127116343 0.56354674
## demo$major1 0.034013909 0.010776605 2.211794e-02 0.026920207 -0.02576442
## demo$major2 0.116435624 0.126401148 1.257148e-01 0.124306044 -0.12931431
## demo$major3 -0.083311903 -0.065209878 -6.854879e-02 -0.072767204 0.06412928
## demo$major4 -0.084814191 -0.110511008 -1.256125e-01 -0.105839747 0.09162567
## demo$major5 -0.063818545 -0.074846847 -7.058379e-02 -0.067544406 0.06859974
## demo$major6 0.030440198 0.022528141 2.604119e-02 0.028234308 -0.02995462
## demo$major7 -0.001782964 -0.005919171 -2.382156e-05 -0.001019852 0.01978659
## demo$major8 0.031633411 0.072284889 6.196139e-02 0.044097160 -0.04049937
## 236 237 238 239 240
## (Intercept) 0.38830193 0.130919171 0.148003171 0.130919171 0.13740890
## demo$major1 0.02389066 0.010776605 0.047296727 0.010776605 0.01671004
## demo$major2 -0.02716055 0.126401148 0.087783265 0.126401148 0.12050700
## demo$major3 0.02871978 -0.065209878 -0.076977449 -0.065209878 -0.06372354
## demo$major4 0.06624352 -0.110511008 -0.031724102 -0.110511008 -0.07357911
## demo$major5 0.03543609 -0.074846847 -0.045232693 -0.074846847 -0.06617268
## demo$major6 0.00761372 0.022528141 0.031820696 0.022528141 0.02159018
## demo$major7 -0.02800781 -0.005919171 -0.020997824 -0.005919171 -0.01131241
## demo$major8 -0.08817363 0.072284889 -0.005779674 0.072284889 0.03978760
## 241 242 243 244 245
## (Intercept) 0.135255696 0.130919171 0.169980059 0.130919171 0.13568432
## demo$major1 0.043159155 0.010776605 0.043863083 0.010776605 0.01212501
## demo$major2 0.101537892 0.126401148 0.072663801 0.126401148 0.12199221
## demo$major3 -0.089738302 -0.065209878 -0.072167100 -0.065209878 -0.05971100
## demo$major4 -0.044346605 -0.110511008 -0.027122916 -0.110511008 -0.09401765
## demo$major5 -0.051278451 -0.074846847 -0.039891248 -0.074846847 -0.06924109
## demo$major6 0.031116521 0.022528141 0.027352184 0.022528141 0.01954059
## demo$major7 -0.008271569 -0.005919171 -0.012827134 -0.005919171 -0.01009562
## demo$major8 0.002156242 0.072284889 -0.006571086 0.072284889 0.05773826
## 246 247 248 249 250
## (Intercept) 0.130919171 0.135255696 0.2923133267 0.130919171 0.130919171
## demo$major1 0.010776605 0.043159155 0.0428890547 0.010776605 0.010776605
## demo$major2 0.126401148 0.101537892 0.0237941719 0.126401148 0.126401148
## demo$major3 -0.065209878 -0.089738302 -0.0005597703 -0.065209878 -0.065209878
## demo$major4 -0.110511008 -0.044346605 0.0410200066 -0.110511008 -0.110511008
## demo$major5 -0.074846847 -0.051278451 0.0072666367 -0.074846847 -0.074846847
## demo$major6 0.022528141 0.031116521 0.0274632289 0.022528141 0.022528141
## demo$major7 -0.005919171 -0.008271569 -0.0610820955 -0.005919171 -0.005919171
## demo$major8 0.072284889 0.002156242 -0.0751018070 0.072284889 0.072284889
## 251 252 253 254 255
## (Intercept) 0.128292452 0.130919171 0.130288728 0.130919171 0.135255696
## demo$major1 0.034013909 0.010776605 0.023733016 0.010776605 0.043159155
## demo$major2 0.116435624 0.126401148 0.121133659 0.126401148 0.101537892
## demo$major3 -0.083311903 -0.065209878 -0.062952576 -0.065209878 -0.089738302
## demo$major4 -0.084814191 -0.110511008 -0.109012132 -0.110511008 -0.044346605
## demo$major5 -0.063818545 -0.074846847 -0.064723525 -0.074846847 -0.051278451
## demo$major6 0.030440198 0.022528141 0.023053852 0.022528141 0.031116521
## demo$major7 -0.001782964 -0.005919171 -0.004192237 -0.005919171 -0.008271569
## demo$major8 0.031633411 0.072284889 0.046825544 0.072284889 0.002156242
## 256 257 258 259 260
## (Intercept) 0.177525122 0.13880764 0.160766141 0.1268193020 0.207951146
## demo$major1 0.052116963 0.03255199 0.043535853 0.0289583597 0.020916833
## demo$major2 0.064585119 0.10592043 0.082956803 0.1181095786 0.082835048
## demo$major3 -0.051547124 -0.06693262 -0.060802689 -0.0788193691 -0.036473256
## demo$major4 -0.006793414 -0.09532938 -0.044487071 -0.1055427063 -0.017474955
## demo$major5 -0.030758125 -0.06192032 -0.044649492 -0.0670512003 -0.036994918
## demo$major6 0.035696346 0.02879178 0.030575823 0.0281601063 0.022905312
## demo$major7 -0.051037027 -0.01229816 -0.033760793 -0.0007228108 -0.020495191
## demo$major8 -0.023218724 0.04396215 0.008227293 0.0502050927 -0.008657478
## 261 262 263 264 265
## (Intercept) 0.130919171 0.351978802 0.265692305 0.56354674 0.56354674
## demo$major1 0.010776605 0.031806091 0.044427615 -0.02576442 -0.02576442
## demo$major2 0.126401148 -0.009526409 0.032749879 -0.12931431 -0.12931431
## demo$major3 -0.065209878 0.020662190 -0.010899096 0.06412928 0.06412928
## demo$major4 -0.110511008 0.059785904 0.031604992 0.09162567 0.09162567
## demo$major5 -0.074846847 0.027794560 -0.002785765 0.06859974 0.06859974
## demo$major6 0.022528141 0.013261239 0.027011913 -0.02995462 -0.02995462
## demo$major7 -0.005919171 -0.037693087 -0.036368997 0.01978659 0.01978659
## demo$major8 0.072284889 -0.083337383 -0.067437211 -0.04049937 -0.04049937
## 266 267 268 269 270
## (Intercept) 0.130919171 0.13568432 0.130919171 0.130919171 0.13568432
## demo$major1 0.010776605 0.01212501 0.010776605 0.010776605 0.01212501
## demo$major2 0.126401148 0.12199221 0.126401148 0.126401148 0.12199221
## demo$major3 -0.065209878 -0.05971100 -0.065209878 -0.065209878 -0.05971100
## demo$major4 -0.110511008 -0.09401765 -0.110511008 -0.110511008 -0.09401765
## demo$major5 -0.074846847 -0.06924109 -0.074846847 -0.074846847 -0.06924109
## demo$major6 0.022528141 0.01954059 0.022528141 0.022528141 0.01954059
## demo$major7 -0.005919171 -0.01009562 -0.005919171 -0.005919171 -0.01009562
## demo$major8 0.072284889 0.05773826 0.072284889 0.072284889 0.05773826
## 271 272 273 274 275
## (Intercept) 0.12898903 0.202353451 1.256125e-01 0.326932380 0.12898903
## demo$major1 0.03570597 0.045621521 2.211794e-02 0.032815858 0.03570597
## demo$major2 0.10909453 0.080341254 1.257148e-01 0.007393017 0.10909453
## demo$major3 -0.09050199 -0.046723219 -6.854879e-02 0.004032802 -0.09050199
## demo$major4 -0.08551077 -0.002353451 -1.256125e-01 0.044496192 -0.08551077
## demo$major5 -0.06148482 -0.025532267 -7.058379e-02 0.011533648 -0.06148482
## demo$major6 0.03175904 0.031747625 2.604119e-02 0.021152880 0.03175904
## demo$major7 -0.00247954 -0.044210256 -2.382156e-05 -0.055564858 -0.00247954
## demo$major8 0.03880624 -0.040152653 6.196139e-02 -0.059949865 0.03880624
## 276 277 278 279 280
## (Intercept) 0.14067923 0.130919171 0.130919171 0.292921486 0.515328370
## demo$major1 0.03681110 0.010776605 0.010776605 0.042229865 -0.014377757
## demo$major2 0.11118909 0.126401148 0.126401148 0.023186013 -0.098228095
## demo$major3 -0.07135637 -0.065209878 -0.065209878 -0.001167930 0.053995803
## demo$major4 -0.07401257 -0.110511008 -0.110511008 0.040411847 0.084671630
## demo$major5 -0.05558420 -0.074846847 -0.074846847 0.006658477 0.059126115
## demo$major6 0.03506282 0.022528141 0.022528141 0.026818737 -0.018112794
## demo$major7 -0.01386764 -0.005919171 -0.005919171 -0.061690255 0.005408957
## demo$major8 0.01547386 0.072284889 0.072284889 -0.070565835 -0.053967011
## 281 282 283 284 285
## (Intercept) 0.130919171 0.56354674 0.130919171 0.145563607 0.12898903
## demo$major1 0.010776605 -0.02576442 0.010776605 0.039847197 0.03570597
## demo$major2 0.126401148 -0.12931431 0.126401148 0.098198622 0.10909453
## demo$major3 -0.065209878 0.06412928 -0.065209878 -0.065020495 -0.09050199
## demo$major4 -0.110511008 0.09162567 -0.110511008 -0.054654516 -0.08551077
## demo$major5 -0.074846847 0.06859974 -0.074846847 -0.051740924 -0.06148482
## demo$major6 0.022528141 -0.02995462 0.022528141 0.028005793 0.03175904
## demo$major7 -0.005919171 0.01978659 -0.005919171 -0.018579480 -0.00247954
## demo$major8 0.072284889 -0.04049937 0.072284889 0.007599246 0.03880624
## 286 287 288 289 290
## (Intercept) 0.160052986 0.130919171 1.256125e-01 0.127116343 0.127116343
## demo$major1 0.044395290 0.010776605 2.211794e-02 0.026920207 0.026920207
## demo$major2 0.099542974 0.126401148 1.257148e-01 0.124306044 0.124306044
## demo$major3 -0.074375249 -0.065209878 -6.854879e-02 -0.072767204 -0.072767204
## demo$major4 -0.043773916 -0.110511008 -1.256125e-01 -0.105839747 -0.105839747
## demo$major5 -0.042915924 -0.074846847 -7.058379e-02 -0.067544406 -0.067544406
## demo$major6 0.037948813 0.022528141 2.604119e-02 0.028234308 0.028234308
## demo$major7 -0.033047638 -0.005919171 -2.382156e-05 -0.001019852 -0.001019852
## demo$major8 -0.003303331 0.072284889 6.196139e-02 0.044097160 0.044097160
## 291 292 293 294 295
## (Intercept) 0.56354674 0.130919171 0.130919171 0.130919171 0.130919171
## demo$major1 -0.02576442 0.010776605 0.010776605 0.010776605 0.010776605
## demo$major2 -0.12931431 0.126401148 0.126401148 0.126401148 0.126401148
## demo$major3 0.06412928 -0.065209878 -0.065209878 -0.065209878 -0.065209878
## demo$major4 0.09162567 -0.110511008 -0.110511008 -0.110511008 -0.110511008
## demo$major5 0.06859974 -0.074846847 -0.074846847 -0.074846847 -0.074846847
## demo$major6 -0.02995462 0.022528141 0.022528141 0.022528141 0.022528141
## demo$major7 0.01978659 -0.005919171 -0.005919171 -0.005919171 -0.005919171
## demo$major8 -0.04049937 0.072284889 0.072284889 0.072284889 0.072284889
## 296 297 298 299 300
## (Intercept) 0.130919171 0.135255696 0.56354674 0.21180828 0.130919171
## demo$major1 0.010776605 0.043159155 -0.02576442 0.05599469 0.010776605
## demo$major2 0.126401148 0.101537892 -0.12931431 0.05307267 0.126401148
## demo$major3 -0.065209878 -0.089738302 0.06412928 -0.02491731 -0.065209878
## demo$major4 -0.110511008 -0.044346605 0.09162567 0.01896095 -0.110511008
## demo$major5 -0.074846847 -0.051278451 0.06859974 -0.01188643 -0.074846847
## demo$major6 0.022528141 0.031116521 -0.02995462 0.03973704 0.022528141
## demo$major7 -0.005919171 -0.008271569 0.01978659 -0.08680828 -0.005919171
## demo$major8 0.072284889 0.002156242 -0.04049937 -0.05088882 0.072284889
## 301 302 303 304 305
## (Intercept) 0.56354674 0.14881023 0.130919171 0.127798793 0.130288728
## demo$major1 -0.02576442 0.01946674 0.010776605 0.028577012 0.023733016
## demo$major2 -0.12931431 0.11653289 0.126401148 0.117130088 0.121133659
## demo$major3 0.06412928 -0.05065915 -0.065209878 -0.079798860 -0.062952576
## demo$major4 0.09162567 -0.06185370 -0.110511008 -0.106522197 -0.109012132
## demo$major5 0.06859974 -0.06005155 -0.074846847 -0.065263893 -0.064723525
## demo$major6 -0.02995462 0.02451891 0.022528141 0.029523680 0.023053852
## demo$major7 0.01978659 -0.02230074 -0.005919171 -0.001702302 -0.004192237
## demo$major8 -0.04049937 0.02330586 0.072284889 0.051109820 0.046825544
## 306 307 308 309 310
## (Intercept) 0.516956244 0.131842655 0.13711186 0.16727881 0.56354674
## demo$major1 -0.012001213 0.028670647 0.01874820 0.01640570 -0.02576442
## demo$major2 -0.099855969 0.119529939 0.11431053 0.11323255 -0.12931431
## demo$major3 0.052367929 -0.067079563 -0.06977570 -0.04351874 0.06412928
## demo$major4 0.083043756 -0.088364394 -0.07328207 -0.05616769 0.09162567
## demo$major5 0.057498241 -0.061442822 -0.06567947 -0.05704355 0.06859974
## demo$major6 -0.020088871 0.025218139 0.02151598 0.02060966 -0.02995462
## demo$major7 0.003781083 -0.005333167 -0.01101536 -0.01268943 0.01978659
## demo$major8 -0.040135948 0.028177317 0.04589554 0.01583725 -0.04049937
## 311 312
## (Intercept) 0.135255696 0.130919171
## demo$major1 0.043159155 0.010776605
## demo$major2 0.101537892 0.126401148
## demo$major3 -0.089738302 -0.065209878
## demo$major4 -0.044346605 -0.110511008
## demo$major5 -0.051278451 -0.074846847
## demo$major6 0.031116521 0.022528141
## demo$major7 -0.008271569 -0.005919171
## demo$major8 0.002156242 0.072284889
##
## $f.perms
## [,1]
## [1,] 0.8293937
## [2,] 1.4959581
## [3,] 1.2968949
## [4,] 2.0413504
## [5,] 1.7777756
## [6,] 0.8682376
## [7,] 0.4586954
## [8,] 1.0120462
## [9,] 1.1174825
## [10,] 0.7780780
## [11,] 0.6130795
## [12,] 0.4037594
## [13,] 0.7424392
## [14,] 0.3764918
## [15,] 0.5903661
## [16,] 2.0913597
## [17,] 0.7762767
## [18,] 0.7687148
## [19,] 1.2485996
## [20,] 0.2907671
## [21,] 0.9780470
## [22,] 0.9983030
## [23,] 0.9268027
## [24,] 1.1063293
## [25,] 0.3692476
## [26,] 0.9912111
## [27,] 0.9317484
## [28,] 1.0509036
## [29,] 1.0332649
## [30,] 0.4775592
## [31,] 0.8757906
## [32,] 2.0310914
## [33,] 2.6481841
## [34,] 0.9949619
## [35,] 1.5147263
## [36,] 0.5384025
## [37,] 1.3154135
## [38,] 1.6021178
## [39,] 1.7646560
## [40,] 1.7511399
## [41,] 0.9778048
## [42,] 1.2914059
## [43,] 0.5151225
## [44,] 0.8400540
## [45,] 1.0834569
## [46,] 0.8135556
## [47,] 2.0620508
## [48,] 0.6053318
## [49,] 1.2864834
## [50,] 0.6958332
## [51,] 1.4286343
## [52,] 0.7968818
## [53,] 1.2389458
## [54,] 1.0307673
## [55,] 0.5994686
## [56,] 0.9112134
## [57,] 0.6609590
## [58,] 1.6378760
## [59,] 3.2174982
## [60,] 1.3234459
## [61,] 1.2612760
## [62,] 1.1298186
## [63,] 1.3915234
## [64,] 1.1580222
## [65,] 0.8092329
## [66,] 1.2283341
## [67,] 0.8656231
## [68,] 0.8093406
## [69,] 0.8264756
## [70,] 0.6266967
## [71,] 0.9164001
## [72,] 1.0453704
## [73,] 1.0280256
## [74,] 0.7104767
## [75,] 0.7905795
## [76,] 0.7471027
## [77,] 0.6206776
## [78,] 1.4632876
## [79,] 1.1994999
## [80,] 0.4893773
## [81,] 0.6410973
## [82,] 0.7383007
## [83,] 1.2311648
## [84,] 0.7739433
## [85,] 0.4395188
## [86,] 0.3723154
## [87,] 0.6275005
## [88,] 0.6219011
## [89,] 1.7382706
## [90,] 0.4907907
## [91,] 0.8401918
## [92,] 0.7335536
## [93,] 0.6134570
## [94,] 1.3377391
## [95,] 1.8971790
## [96,] 1.0687849
## [97,] 1.3959960
## [98,] 1.6415732
## [99,] 1.3257464
## [100,] 1.0582692
## [101,] 0.2780398
## [102,] 0.2453954
## [103,] 0.8544488
## [104,] 1.7438010
## [105,] 0.7526050
## [106,] 1.0495214
## [107,] 1.5933487
## [108,] 1.0529973
## [109,] 0.5077401
## [110,] 1.1313337
## [111,] 0.9514005
## [112,] 0.8313990
## [113,] 0.6812388
## [114,] 0.3307081
## [115,] 0.7103731
## [116,] 0.8457535
## [117,] 0.8954254
## [118,] 1.9906650
## [119,] 0.7569410
## [120,] 0.4418106
## [121,] 0.5527883
## [122,] 1.1149166
## [123,] 0.7614141
## [124,] 1.2173816
## [125,] 0.5850131
## [126,] 0.8432731
## [127,] 0.6442855
## [128,] 0.6919435
## [129,] 0.7655778
## [130,] 1.3360900
## [131,] 0.7686893
## [132,] 1.9465603
## [133,] 1.5368458
## [134,] 0.4943219
## [135,] 0.2460893
## [136,] 1.4332882
## [137,] 1.9245145
## [138,] 1.0224549
## [139,] 0.8451420
## [140,] 0.6980448
## [141,] 0.7170218
## [142,] 1.4974768
## [143,] 0.7381619
## [144,] 0.4571670
## [145,] 0.8559681
## [146,] 0.7786855
## [147,] 0.9019572
## [148,] 0.5463281
## [149,] 1.2187893
## [150,] 0.9506755
## [151,] 1.7972506
## [152,] 1.5552966
## [153,] 0.6418126
## [154,] 0.5114434
## [155,] 0.7985753
## [156,] 1.7972569
## [157,] 0.4931878
## [158,] 1.2818761
## [159,] 1.4995401
## [160,] 0.8396023
## [161,] 0.8532175
## [162,] 1.1303714
## [163,] 0.8740944
## [164,] 1.4775953
## [165,] 2.6669212
## [166,] 0.5954173
## [167,] 1.1910472
## [168,] 0.7843558
## [169,] 1.2498008
## [170,] 1.6980294
## [171,] 1.2937659
## [172,] 0.4444666
## [173,] 0.4480128
## [174,] 0.3570893
## [175,] 0.9646282
## [176,] 0.7331537
## [177,] 0.6670093
## [178,] 0.5238543
## [179,] 0.9054861
## [180,] 0.8515525
## [181,] 0.6757707
## [182,] 0.3857039
## [183,] 1.7861310
## [184,] 1.1158883
## [185,] 0.7914416
## [186,] 1.0135204
## [187,] 0.8083840
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##
## $model.matrix
## (Intercept) demo$major1 demo$major2 demo$major3 demo$major4 demo$major5
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## demo$major6 demo$major7 demo$major8
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##
## $terms
## cm ~ demo$major
## attr(,"variables")
## list(cm, demo$major)
## attr(,"factors")
## demo$major
## cm 0
## demo$major 1
## attr(,"term.labels")
## [1] "demo$major"
## attr(,"order")
## [1] 1
## attr(,"intercept")
## [1] 1
## attr(,"response")
## [1] 1
## attr(,".Environment")
## <environment: R_GlobalEnv>
##
## attr(,"class")
## [1] "adonis"This shows that the differences in answers are not significant,
according to major.
Intrinsic Motivation
Now, Intrinsic Motivation:
And an Adonis test:
## $aov.tab
## Permutation: free
## Number of permutations: 999
##
## Terms added sequentially (first to last)
##
## Df SumsOfSqs MeanSqs F.Model R2 Pr(>F)
## demo$major 8 0.3414 0.042676 1.5266 0.03874 0.149
## Residuals 303 8.4705 0.027955 0.96126
## Total 311 8.8119 1.00000
##
## $call
## adonis(formula = im ~ demo$major)
##
## $coefficients
## im1 im2 im3 im4 im5
## (Intercept) 4.31559472 4.36523466 4.04135829 3.75458938 4.08940058
## demo$major1 0.07877148 -0.06946001 0.07131777 0.23132612 -0.03306256
## demo$major2 -0.02988043 -0.07952037 0.24435600 0.24541062 0.05345656
## demo$major3 0.54154814 0.49190820 0.24435600 0.53112491 0.62488513
## demo$major4 0.68440528 0.63476534 -0.04135829 -0.75458938 -0.08940058
## demo$major5 0.15107195 0.16809867 0.02530838 0.24541062 0.31059942
## demo$major6 -0.45195835 -0.59900089 -0.28811153 -0.09225172 -0.48550448
## demo$major7 -0.81559472 0.13476534 -0.04135829 -0.25458938 -0.08940058
## demo$major8 0.03223137 -0.19132162 0.04559824 0.07149758 -0.04592232
##
## $coef.sites
## 1 2 3 4 5
## (Intercept) 0.106841468 0.123981561 0.0946121338 0.2031039468 0.099711315
## demo$major1 0.002083757 0.019199069 0.0224917955 0.0150311325 0.009538507
## demo$major2 -0.017021291 -0.017486607 -0.0336198765 -0.0229416721 -0.026462593
## demo$major3 -0.061255843 -0.002635447 -0.0032926437 0.0190138477 -0.035275027
## demo$major4 -0.019884946 -0.023981561 0.0006259614 0.0191182755 -0.008802224
## demo$major5 -0.026224296 -0.010644355 -0.0133532354 0.0009563262 -0.017323666
## demo$major6 0.059494962 0.029952537 0.0403564718 -0.0038591315 0.049397960
## demo$major7 0.018032142 -0.006413994 -0.0323410715 -0.0137100074 0.006718840
## demo$major8 0.001528859 -0.001016368 -0.0076310613 -0.0106249239 -0.008377731
## 6 7 8 9 10
## (Intercept) 0.109285442 2.395632e-01 0.090268598 0.090450885 0.5946864399
## demo$major1 0.038930380 2.649806e-02 0.015232638 0.014369282 -0.0109971274
## demo$major2 -0.028011848 -7.932688e-03 -0.011250063 -0.017925856 0.0175670487
## demo$major3 0.016230060 4.275533e-02 -0.032325816 -0.032508103 0.0439368416
## demo$major4 -0.032362365 -4.269090e-03 -0.044814052 -0.044996339 0.0206981755
## demo$major5 -0.006932633 9.595233e-05 -0.019671316 -0.010955727 0.0222097375
## demo$major6 0.033132113 -5.097495e-03 0.059442360 0.055455533 -0.0521536733
## demo$major7 -0.043046126 -4.127099e-02 -0.006565715 -0.006748002 -0.0043854366
## demo$major8 0.004449002 -5.307083e-03 0.001372675 0.004791351 0.0003395975
## 11 12 13 14 15
## (Intercept) 0.102691581 0.090450885 0.0981560056 0.087123264 0.090253859
## demo$major1 0.013336250 0.014369282 0.0221048970 0.029297500 0.033319611
## demo$major2 -0.030166552 -0.017925856 -0.0371637483 -0.036271107 -0.018147346
## demo$major3 -0.032044112 -0.032508103 -0.0003430089 0.015016068 0.005240955
## demo$major4 -0.011782490 -0.044996339 -0.0029179103 -0.013952533 -0.065863615
## demo$major5 -0.014164053 -0.010955727 -0.0107559397 -0.003476159 -0.006839312
## demo$major6 0.047478831 0.055455533 0.0370328201 0.035879933 0.049913039
## demo$major7 -0.018988698 -0.006748002 -0.0358849433 -0.048612353 -0.027352704
## demo$major8 0.006124961 0.004791351 -0.0011074811 -0.002782062 0.003235461
## 16 17 18 19 20
## (Intercept) 0.106841468 0.106841468 0.0981560056 0.106841468 0.109367612
## demo$major1 0.002083757 0.002083757 0.0221048970 0.002083757 0.029859654
## demo$major2 -0.017021291 -0.017021291 -0.0371637483 -0.017021291 -0.017910252
## demo$major3 -0.061255843 -0.061255843 -0.0003430089 -0.061255843 0.012318639
## demo$major4 -0.019884946 -0.019884946 -0.0029179103 -0.019884946 -0.059367612
## demo$major5 -0.026224296 -0.026224296 -0.0107559397 -0.026224296 -0.006759464
## demo$major6 0.059494962 0.059494962 0.0370328201 0.059494962 0.041063795
## demo$major7 0.018032142 0.018032142 -0.0358849433 0.018032142 -0.018827071
## demo$major8 0.001528859 0.001528859 -0.0011074811 0.001528859 -0.005104110
## 21 22 23 24 25
## (Intercept) 0.106841468 0.0948007889 0.199596403 0.109285442 0.102917421
## demo$major1 0.002083757 0.0215877368 0.021029931 0.038930380 0.010035035
## demo$major2 -0.017021291 -0.0406112528 -0.019434128 -0.028011848 -0.023175192
## demo$major3 -0.061255843 -0.0034812988 0.031449963 0.016230060 -0.032269952
## demo$major4 -0.019884946 0.0004373063 0.022625819 -0.032362365 -0.012008330
## demo$major5 -0.026224296 -0.0042292519 -0.004281650 -0.006932633 -0.023557334
## demo$major6 0.059494962 0.0361836815 -0.003403260 0.033132113 0.050210205
## demo$major7 0.018032142 -0.0325297266 -0.040505494 -0.043046126 0.003512735
## demo$major8 0.001528859 -0.0040644394 -0.009917117 0.004449002 -0.005563063
## 26 27 28 29 30
## (Intercept) 0.5946864399 0.092629514 0.103781998 0.106841468 0.087123264
## demo$major1 -0.0109971274 0.016661206 0.028238804 0.002083757 0.029297500
## demo$major2 0.0175670487 -0.022020256 -0.034322721 -0.017021291 -0.036271107
## demo$major3 0.0439368416 -0.018349745 0.009627608 -0.061255843 0.015016068
## demo$major4 0.0206981755 -0.022862072 -0.003781998 -0.019884946 -0.013952533
## demo$major5 0.0222097375 -0.016940915 -0.007523057 -0.026224296 -0.003476159
## demo$major6 -0.0521536733 0.049498749 0.028880804 0.059494962 0.035879933
## demo$major7 -0.0043854366 -0.007745793 -0.038241457 0.018032142 -0.048612353
## demo$major8 0.0003395975 -0.007251289 -0.001620305 0.001528859 -0.002782062
## 31 32 33 34 35
## (Intercept) 0.0853395071 0.435667722 0.190543171 0.126721784 0.109285442
## demo$major1 0.0231948700 0.006328563 0.024470035 0.025421643 0.038930380
## demo$major2 -0.0243472499 0.008988425 -0.018784258 -0.029789675 -0.028011848
## demo$major3 -0.0008227381 0.043296977 0.040920906 0.013925624 0.016230060
## demo$major4 -0.0377204595 0.012608140 -0.023876504 0.001483344 -0.032362365
## demo$major5 -0.0073995121 0.015333438 0.005796998 -0.006582895 -0.006932633
## demo$major6 0.0453898819 -0.038697891 0.008382467 0.019449294 0.033132113
## demo$major7 -0.0230684449 -0.019222099 -0.031452262 -0.032704690 -0.043046126
## demo$major8 -0.0024992214 -0.000103855 -0.005911443 -0.001270758 0.004449002
## 36 37 38 39 40
## (Intercept) 0.092133921 0.106841468 0.087123264 0.4361017496 0.106841468
## demo$major1 0.039792513 0.002083757 0.029297500 0.0058945347 0.002083757
## demo$major2 -0.030193440 -0.017021291 -0.036271107 0.0085543970 -0.017021291
## demo$major3 0.021615821 -0.061255843 0.015016068 0.0428629490 -0.061255843
## demo$major4 -0.042133921 -0.019884946 -0.013952533 0.0121741124 -0.019884946
## demo$major5 -0.002794514 -0.026224296 -0.003476159 0.0148994101 -0.026224296
## demo$major6 0.040239584 0.059494962 0.035879933 -0.0391319184 0.059494962
## demo$major7 -0.053620407 0.018032142 -0.048612353 -0.0196561263 0.018032142
## demo$major8 0.003090441 0.001528859 -0.002782062 -0.0005378828 0.001528859
## 41 42 43 44 45
## (Intercept) 0.106841468 0.109563313 0.106841468 0.1283130457 0.106256313
## demo$major1 0.002083757 0.003198575 0.002083757 0.0264514561 0.031036911
## demo$major2 -0.017021291 -0.027486049 -0.017021291 -0.0313809363 -0.029075028
## demo$major3 -0.061255843 -0.048519705 -0.061255843 0.0041710977 0.022232658
## demo$major4 -0.019884946 0.001547798 -0.019884946 -0.0001079175 -0.006256313
## demo$major5 -0.026224296 -0.023772272 -0.026224296 -0.0041337520 -0.003403965
## demo$major6 0.059494962 0.050061417 0.059494962 0.0256837592 0.032255630
## demo$major7 0.018032142 0.017420814 0.018032142 -0.0342959517 -0.067742800
## demo$major8 0.001528859 -0.006700940 0.001528859 -0.0027930060 -0.002039012
## 46 47 48 49 50
## (Intercept) 0.177402710 0.1210156888 0.248898448 0.132911591 0.083152553
## demo$major1 0.034210359 0.0183059451 0.026826686 0.036266891 0.021606577
## demo$major2 -0.014301805 -0.0220395318 -0.008051338 -0.023152197 -0.013300756
## demo$major3 0.037196288 0.0003304254 0.051347265 0.020801474 -0.015517302
## demo$major4 -0.010736043 -0.0210156888 -0.013604330 -0.027648433 -0.059896739
## demo$major5 -0.005871876 -0.0114880065 0.007864426 -0.005951208 -0.010420429
## demo$major6 0.008116075 0.0297050143 -0.007609785 0.023510743 0.055699341
## demo$major7 -0.048614831 -0.0034481213 -0.050606227 -0.037422869 -0.021524646
## demo$major8 -0.003190987 -0.0098148562 -0.003555701 0.004981851 0.006224202
## 51 52 53 54 55
## (Intercept) 0.5946864399 0.129775713 0.106151933 0.5946864399 0.150295909
## demo$major1 -0.0109971274 0.035319368 0.025736176 -0.0109971274 0.024410466
## demo$major2 0.0175670487 -0.027952827 -0.036489445 0.0175670487 -0.024209984
## demo$major3 0.0439368416 0.023937352 0.022337038 0.0439368416 0.034885532
## demo$major4 0.0206981755 -0.024512555 -0.006151933 0.0206981755 0.007598828
## demo$major5 0.0222097375 -0.006855734 -0.003299585 0.0222097375 -0.002163707
## demo$major6 -0.0521536733 0.023245831 0.026666378 -0.0521536733 0.012753668
## demo$major7 -0.0043854366 -0.034286991 -0.040611393 -0.0043854366 -0.054807187
## demo$major8 0.0003395975 -0.004320540 -0.011283534 0.0003395975 -0.010642230
## 56 57 58 59 60
## (Intercept) 0.113610720 0.109285442 0.092133921 9.719408e-02 0.087123264
## demo$major1 0.017967549 0.038930380 0.039792513 8.277476e-03 0.029297500
## demo$major2 -0.040954051 -0.028011848 -0.030193440 -1.580895e-02 -0.036271107
## demo$major3 0.003219261 0.016230060 0.021615821 -4.857870e-02 0.015016068
## demo$major4 0.008340499 -0.032362365 -0.042133921 -3.052741e-02 -0.013952533
## demo$major5 -0.004079227 -0.006932633 -0.002794514 -1.997792e-02 -0.003476159
## demo$major6 0.027256549 0.033132113 0.040239584 5.908737e-02 0.035879933
## demo$major7 -0.024393775 -0.043046126 -0.053620407 7.567827e-03 -0.048612353
## demo$major8 -0.012380218 0.004449002 0.003090441 7.765857e-05 -0.002782062
## 61 62 63 64 65
## (Intercept) 9.719408e-02 0.1142380330 0.129775713 0.129775713 0.087123264
## demo$major1 8.277476e-03 0.0253523960 0.035319368 0.035319368 0.029297500
## demo$major2 -1.580895e-02 -0.0135511574 -0.027952827 -0.027952827 -0.036271107
## demo$major3 -4.857870e-02 -0.0187432188 0.023937352 0.023937352 0.015016068
## demo$major4 -3.052741e-02 -0.0410673012 -0.024512555 -0.024512555 -0.013952533
## demo$major5 -1.997792e-02 -0.0209080903 -0.006855734 -0.006855734 -0.003476159
## demo$major6 5.908737e-02 0.0477158590 0.023245831 0.023245831 0.035879933
## demo$major7 7.567827e-03 -0.0006308442 -0.034286991 -0.034286991 -0.048612353
## demo$major8 7.765857e-05 -0.0006014896 -0.004320540 -0.004320540 -0.002782062
## 66 67 68 69 70
## (Intercept) 0.087958169 0.106841468 0.090268598 0.108739232 0.103099708
## demo$major1 0.031482925 0.002083757 0.015232638 0.015424581 0.009171679
## demo$major2 -0.007019559 -0.017021291 -0.011250063 -0.019864114 -0.029850986
## demo$major3 -0.009934906 -0.061255843 -0.032325816 -0.024222463 -0.032452239
## demo$major4 -0.087958169 -0.019884946 -0.044814052 -0.013501136 -0.012190617
## demo$major5 -0.009944346 -0.026224296 -0.019671316 -0.021123654 -0.014841744
## demo$major6 0.060393857 0.059494962 0.059442360 0.043242704 0.046223378
## demo$major7 -0.025687107 0.018032142 -0.006565715 0.002982380 0.003330447
## demo$major8 0.012029324 0.001528859 0.001372675 -0.006257939 -0.002144387
## 71 72 73 74 75
## (Intercept) 0.131431915 0.0853395071 0.090268598 0.0849082733 0.106841468
## demo$major1 0.007309713 0.0231948700 0.015232638 0.0275573210 0.002083757
## demo$major2 -0.014761151 -0.0243472499 -0.011250063 -0.0247096669 -0.017021291
## demo$major3 -0.025074831 -0.0008227381 -0.032325816 -0.0003915043 -0.061255843
## demo$major4 -0.036193820 -0.0377204595 -0.044814052 -0.0372892257 -0.019884946
## demo$major5 -0.007979484 -0.0073995121 -0.019671316 -0.0066727208 -0.026224296
## demo$major6 0.041019681 0.0453898819 0.059442360 0.0467069948 0.059494962
## demo$major7 0.005930722 -0.0230684449 -0.006565715 -0.0464467349 0.018032142
## demo$major8 -0.001829365 -0.0024992214 0.001372675 0.0061654372 0.001528859
## 76 77 78 79
## (Intercept) 0.1307697553 0.0853395071 0.5946864399 0.1164983307
## demo$major1 0.0222046140 0.0231948700 -0.0109971274 0.0188357555
## demo$major2 -0.0336231456 -0.0243472499 0.0175670487 -0.0365156547
## demo$major3 0.0253669260 -0.0008227381 0.0439368416 0.0003316505
## demo$major4 -0.0025646271 -0.0377204595 0.0206981755 0.0054528888
## demo$major5 0.0001703429 -0.0073995121 0.0222097375 -0.0032631340
## demo$major6 0.0190336840 0.0453898819 -0.0521536733 0.0274961885
## demo$major7 -0.0367526613 -0.0230684449 -0.0043854366 -0.0272813859
## demo$major8 -0.0103368065 -0.0024992214 0.0003395975 -0.0038137322
## 80 81 82 83 84
## (Intercept) 0.100509740 0.0849082733 0.087123264 0.099943972 0.092210143
## demo$major1 0.007919937 0.0275573210 0.029297500 0.031670690 0.020922421
## demo$major2 -0.019124613 -0.0247096669 -0.036271107 -0.034806100 -0.022358346
## demo$major3 -0.045815338 -0.0003915043 0.015016068 0.002519483 -0.017930374
## demo$major4 -0.033843073 -0.0372892257 -0.013952533 -0.026773240 -0.022442701
## demo$major5 -0.017549910 -0.0066727208 -0.003476159 -0.003591251 -0.016239431
## demo$major6 0.055982416 0.0467069948 0.035879933 0.040482995 0.050784293
## demo$major7 0.004252165 -0.0464467349 -0.048612353 -0.037042817 -0.030582236
## demo$major8 0.006175359 0.0061654372 -0.002782062 0.001624579 0.001211101
## 85 86 87 88 89
## (Intercept) 0.106151933 0.092133921 0.100509740 0.270726795 0.090268598
## demo$major1 0.025736176 0.039792513 0.007919937 0.021393275 0.015232638
## demo$major2 -0.036489445 -0.030193440 -0.019124613 -0.001695594 -0.011250063
## demo$major3 0.022337038 0.021615821 -0.045815338 0.038534945 -0.032325816
## demo$major4 -0.006151933 -0.042133921 -0.033843073 0.002000477 -0.044814052
## demo$major5 -0.003299585 -0.002794514 -0.017549910 0.006083247 -0.019671316
## demo$major6 0.026666378 0.040239584 0.055982416 -0.011671731 0.059442360
## demo$major7 -0.040611393 -0.053620407 0.004252165 -0.034363159 -0.006565715
## demo$major8 -0.011283534 0.003090441 0.006175359 -0.005196060 0.001372675
## 90 91 92 93 94
## (Intercept) 0.151420320 0.092629514 0.092814937 0.132911591 0.087123264
## demo$major1 0.037212535 0.016661206 0.015777967 0.036266891 0.029297500
## demo$major2 -0.019790696 -0.022020256 -0.028850197 -0.023152197 -0.036271107
## demo$major3 0.031948278 -0.018349745 -0.018535167 0.020801474 0.015016068
## demo$major4 -0.016285184 -0.022862072 -0.023047495 -0.027648433 -0.013952533
## demo$major5 -0.006901034 -0.016940915 -0.008025808 -0.005951208 -0.003476159
## demo$major6 0.018831639 0.049498749 0.045421060 0.023510743 0.035879933
## demo$major7 -0.054440987 -0.007745793 -0.007931216 -0.037422869 -0.048612353
## demo$major8 -0.003537990 -0.007251289 -0.003760194 0.004981851 -0.002782062
## 95 96 97 98 99
## (Intercept) 9.719408e-02 0.087123264 0.083152553 0.348095811 0.109285442
## demo$major1 8.277476e-03 0.029297500 0.021606577 0.019721171 0.038930380
## demo$major2 -1.580895e-02 -0.036271107 -0.013300756 0.003032849 -0.028011848
## demo$major3 -4.857870e-02 0.015016068 -0.015517302 0.040807485 0.016230060
## demo$major4 -3.052741e-02 -0.013952533 -0.059896739 0.006742898 -0.032362365
## demo$major5 -1.997792e-02 -0.003476159 -0.010420429 0.010192275 -0.006932633
## demo$major6 5.908737e-02 0.035879933 0.055699341 -0.027622360 0.033132113
## demo$major7 7.567827e-03 -0.048612353 -0.021524646 -0.027819314 -0.043046126
## demo$major8 7.765857e-05 -0.002782062 0.006224202 -0.004753780 0.004449002
## 100 101 102 103 104
## (Intercept) 0.106841468 0.0853395071 0.106841468 0.108910584 0.092133921
## demo$major1 0.002083757 0.0231948700 0.002083757 0.034439731 0.039792513
## demo$major2 -0.017021291 -0.0243472499 -0.017021291 -0.018327503 -0.030193440
## demo$major3 -0.061255843 -0.0008227381 -0.061255843 0.012775666 0.021615821
## demo$major4 -0.019884946 -0.0377204595 -0.019884946 -0.058910584 -0.042133921
## demo$major5 -0.026224296 -0.0073995121 -0.026224296 -0.005976935 -0.002794514
## demo$major6 0.059494962 0.0453898819 0.059494962 0.042448934 0.040239584
## demo$major7 0.018032142 -0.0230684449 0.018032142 -0.043370043 -0.053620407
## demo$major8 0.001528859 -0.0024992214 0.001528859 0.003995547 0.003090441
## 105 106 107 108 109
## (Intercept) 0.106841468 0.433662791 0.090268598 0.123673282 0.4850370733
## demo$major1 0.002083757 0.006455559 0.015232638 0.024502126 -0.0001637812
## demo$major2 -0.017021291 0.010993356 -0.011250063 -0.034463180 0.0114470012
## demo$major3 -0.061255843 0.045301908 -0.032325816 0.016974127 0.0435343553
## demo$major4 -0.019884946 0.014613071 -0.044814052 0.004531846 0.0149629267
## demo$major5 -0.026224296 0.017338369 -0.019671316 -0.007455961 0.0172960718
## demo$major6 0.059494962 -0.038083588 0.059442360 0.019193365 -0.0426356779
## demo$major7 0.018032142 -0.017217168 -0.006565715 -0.029656188 -0.0150370733
## demo$major8 0.001528859 -0.008968489 0.001372675 -0.010314177 -0.0020900959
## 110 111 112 113 114
## (Intercept) 0.0849082733 0.0849082733 0.090450885 0.106841468 0.0849082733
## demo$major1 0.0275573210 0.0275573210 0.014369282 0.002083757 0.0275573210
## demo$major2 -0.0247096669 -0.0247096669 -0.017925856 -0.017021291 -0.0247096669
## demo$major3 -0.0003915043 -0.0003915043 -0.032508103 -0.061255843 -0.0003915043
## demo$major4 -0.0372892257 -0.0372892257 -0.044996339 -0.019884946 -0.0372892257
## demo$major5 -0.0066727208 -0.0066727208 -0.010955727 -0.026224296 -0.0066727208
## demo$major6 0.0467069948 0.0467069948 0.055455533 0.059494962 0.0467069948
## demo$major7 -0.0464467349 -0.0464467349 -0.006748002 0.018032142 -0.0464467349
## demo$major8 0.0061654372 0.0061654372 0.004791351 0.001528859 0.0061654372
## 115 116 117 118 119
## (Intercept) 0.5946864399 0.106841468 0.106841468 0.106151933 0.111717066
## demo$major1 -0.0109971274 0.002083757 0.002083757 0.025736176 0.036358306
## demo$major2 0.0175670487 -0.017021291 -0.017021291 -0.036489445 -0.030228972
## demo$major3 0.0439368416 -0.061255843 -0.061255843 0.022337038 0.029287709
## demo$major4 0.0206981755 -0.019884946 -0.019884946 -0.006151933 -0.034793989
## demo$major5 0.0222097375 -0.026224296 -0.026224296 -0.003299585 -0.002603453
## demo$major6 -0.0521536733 0.059494962 0.059494962 0.026666378 0.030853426
## demo$major7 -0.0043854366 0.018032142 0.018032142 -0.040611393 -0.045477750
## demo$major8 0.0003395975 0.001528859 0.001528859 -0.011283534 -0.005485172
## 120 121 122 123 124
## (Intercept) 0.103781998 0.105336915 0.106841468 0.106841468 0.087123264
## demo$major1 0.028238804 0.014717209 0.002083757 0.002083757 0.029297500
## demo$major2 -0.034322721 -0.041372175 -0.017021291 -0.017021291 -0.036271107
## demo$major3 0.009627608 -0.018063421 -0.061255843 -0.061255843 0.015016068
## demo$major4 -0.003781998 0.010942155 -0.019884946 -0.019884946 -0.013952533
## demo$major5 -0.007523057 -0.011306517 -0.026224296 -0.026224296 -0.003476159
## demo$major6 0.028880804 0.037258606 0.059494962 0.059494962 0.035879933
## demo$major7 -0.038241457 -0.020453194 0.018032142 0.018032142 -0.048612353
## demo$major8 -0.001620305 -0.002398135 0.001528859 0.001528859 -0.002782062
## 125 126 127 128 129
## (Intercept) 0.156254481 0.102691581 0.1374583119 0.406144825 0.106841468
## demo$major1 0.031734787 0.013336250 0.0314734524 0.010543155 0.002083757
## demo$major2 -0.024624857 -0.030166552 -0.0274721606 0.000755838 -0.017021291
## demo$major3 0.027114117 -0.032044112 0.0321769106 0.057863470 -0.061255843
## demo$major4 -0.021119346 -0.011782490 -0.0321951540 -0.006144825 -0.019884946
## demo$major5 -0.003267453 -0.014164053 0.0006056742 0.016606634 -0.026224296
## demo$major6 0.014998917 0.047478831 0.0271852007 -0.022648649 0.059494962
## demo$major7 -0.029863384 -0.018988698 -0.0419695901 -0.039478159 0.018032142
## demo$major8 -0.003102059 0.006124961 -0.0072890130 -0.002282101 0.001528859
## 130 131 132 133 134
## (Intercept) 0.106841468 0.2081566008 0.0948007889 0.106841468 0.102509293
## demo$major1 0.002083757 0.0324818858 0.0215877368 0.002083757 0.014199606
## demo$major2 -0.017021291 -0.0117758144 -0.0406112528 -0.017021291 -0.023490759
## demo$major3 -0.061255843 0.0393774984 -0.0034812988 -0.061255843 -0.031861825
## demo$major4 -0.019884946 -0.0081566008 0.0004373063 -0.019884946 -0.011600203
## demo$major5 -0.026224296 -0.0035314117 -0.0042292519 -0.026224296 -0.022879642
## demo$major6 0.059494962 0.0001464062 0.0361836815 0.059494962 0.051465658
## demo$major7 0.018032142 -0.0456566008 -0.0325297266 0.018032142 -0.018806411
## demo$major8 0.001528859 -0.0033555129 -0.0040644394 0.001528859 0.002706285
## 135 136 137 138 139
## (Intercept) 0.0948007889 0.0853395071 0.106841468 0.0853395071 0.097850685
## demo$major1 0.0215877368 0.0231948700 0.002083757 0.0231948700 0.025513341
## demo$major2 -0.0406112528 -0.0243472499 -0.017021291 -0.0243472499 -0.022921145
## demo$major3 -0.0034812988 -0.0008227381 -0.061255843 -0.0008227381 -0.013024701
## demo$major4 0.0004373063 -0.0377204595 -0.019884946 -0.0377204595 -0.050231637
## demo$major5 -0.0042292519 -0.0073995121 -0.026224296 -0.0073995121 -0.007500877
## demo$major6 0.0361836815 0.0453898819 0.059494962 0.0453898819 0.049870544
## demo$major7 -0.0325297266 -0.0230684449 0.018032142 -0.0230684449 -0.011770099
## demo$major8 -0.0040644394 -0.0024992214 0.001528859 -0.0024992214 0.001799447
## 140 141 142 143 144
## (Intercept) 9.719408e-02 0.102203549 0.087123264 0.09536882 0.090450885
## demo$major1 8.277476e-03 0.017448914 0.029297500 0.02387280 0.014369282
## demo$major2 -1.580895e-02 -0.009895977 -0.036271107 -0.01191158 -0.017925856
## demo$major3 -4.857870e-02 -0.043978440 0.015016068 -0.02743825 -0.032508103
## demo$major4 -3.052741e-02 -0.056749003 -0.013952533 -0.07211300 -0.044996339
## demo$major5 -1.997792e-02 -0.019748560 -0.003476159 -0.01050922 -0.010955727
## demo$major6 5.908737e-02 0.063696844 0.035879933 0.06006397 0.055455533
## demo$major7 7.567827e-03 0.004226607 -0.048612353 -0.01048510 -0.006748002
## demo$major8 7.765857e-05 0.005470618 -0.002782062 0.01042009 0.004791351
## 145 146 147 148 149
## (Intercept) 0.198129034 0.092629514 0.102917421 0.437925728 0.5946864399
## demo$major1 0.018852282 0.016661206 0.010035035 0.006455235 -0.0109971274
## demo$major2 -0.017966759 -0.022020256 -0.023175192 0.006730419 0.0175670487
## demo$major3 0.032917332 -0.018349745 -0.032269952 0.052467542 0.0439368416
## demo$major4 0.024093189 -0.022862072 -0.012008330 0.010350134 0.0206981755
## demo$major5 -0.002814280 -0.016940915 -0.023557334 0.013075432 0.0222097375
## demo$major6 -0.004712394 0.049498749 0.050210205 -0.034470763 -0.0521536733
## demo$major7 -0.039038125 -0.007745793 0.003512735 -0.021480104 -0.0043854366
## demo$major8 -0.008449747 -0.007251289 -0.005563063 -0.004452162 0.0003395975
## 150 151 152 153 154
## (Intercept) 0.099035371 0.109117806 0.106841468 0.129775713 0.087123264
## demo$major1 0.020490106 0.026629300 0.002083757 0.035319368 0.029297500
## demo$major2 -0.010953904 -0.031936520 -0.017021291 -0.027952827 -0.036271107
## demo$major3 -0.021321323 0.019371166 -0.061255843 0.023937352 0.015016068
## demo$major4 -0.051416324 -0.009117806 -0.019884946 -0.024512555 -0.013952533
## demo$major5 -0.014443139 -0.002455934 -0.026224296 -0.006855734 -0.003476159
## demo$major6 0.049593227 0.026913901 0.059494962 0.023245831 0.035879933
## demo$major7 -0.011123283 -0.043577265 0.018032142 -0.034286991 -0.048612353
## demo$major8 0.007538559 -0.002485045 0.001528859 -0.004320540 -0.002782062
## 155 156 157 158 159
## (Intercept) 0.109563313 0.106841468 0.106841468 0.106841468 0.115969419
## demo$major1 0.003198575 0.002083757 0.002083757 0.002083757 0.007461576
## demo$major2 -0.027486049 -0.017021291 -0.017021291 -0.017021291 -0.010365620
## demo$major3 -0.048519705 -0.061255843 -0.061255843 -0.061255843 -0.051815457
## demo$major4 0.001547798 -0.019884946 -0.019884946 -0.019884946 -0.025060328
## demo$major5 -0.023772272 -0.026224296 -0.026224296 -0.026224296 -0.030272674
## demo$major6 0.050061417 0.059494962 0.059494962 0.059494962 0.054214322
## demo$major7 0.017420814 0.018032142 0.018032142 0.018032142 0.014850980
## demo$major8 -0.006700940 0.001528859 0.001528859 0.001528859 0.003994904
## 160 161 162 163 164
## (Intercept) 0.105995679 0.092133921 0.090450885 0.100330494 0.214049034
## demo$major1 0.014023725 0.039792513 0.014369282 0.008764284 0.023904600
## demo$major2 -0.008925280 -0.030193440 -0.017925856 -0.012596160 -0.017668248
## demo$major3 -0.038360427 0.021615821 -0.032508103 -0.045636092 0.024268475
## demo$major4 -0.036228237 -0.042133921 -0.044996339 -0.033663827 -0.014049034
## demo$major5 -0.023816459 -0.002794514 -0.010955727 -0.026074726 0.004216002
## demo$major6 0.053600029 0.040239584 0.055455533 0.059882343 0.006342878
## demo$major7 0.003888042 -0.053620407 -0.006748002 0.004431411 -0.020299034
## demo$major8 0.002540709 0.003090441 0.004791351 0.002826179 -0.006355239
## 165 166 167 168 169
## (Intercept) 0.1065406487 0.106841468 0.106841468 0.154648741 0.083152553
## demo$major1 0.0369423592 0.002083757 0.002083757 0.038189830 0.021606577
## demo$major2 -0.0161607781 -0.017021291 -0.017021291 -0.014855851 -0.013300756
## demo$major3 0.0000662365 -0.061255843 -0.061255843 0.028719857 -0.015517302
## demo$major4 -0.0565406487 -0.019884946 -0.019884946 -0.019513605 -0.059896739
## demo$major5 -0.0102004065 -0.026224296 -0.026224296 -0.005962788 -0.010420429
## demo$major6 0.0446633589 0.059494962 0.059494962 0.019106169 0.055699341
## demo$major7 -0.0410001081 0.018032142 0.018032142 -0.057669408 -0.021524646
## demo$major8 0.0136587762 0.001528859 0.001528859 0.006038658 0.006224202
## 170 171 172 173 174
## (Intercept) 0.111717066 0.135408194 0.134556662 0.109285442 0.106841468
## demo$major1 0.036358306 0.033621379 0.037327053 0.038930380 0.002083757
## demo$major2 -0.030228972 -0.025422043 -0.024797268 -0.028011848 -0.017021291
## demo$major3 0.029287709 0.034227028 0.010753041 0.016230060 -0.061255843
## demo$major4 -0.034793989 -0.030145036 -0.029293504 -0.032362365 -0.019884946
## demo$major5 -0.002603453 -0.001510875 -0.003429613 -0.006932633 -0.026224296
## demo$major6 0.030853426 0.021163847 0.029937105 0.033132113 0.059494962
## demo$major7 -0.045477750 -0.039919472 -0.039067940 -0.043046126 0.018032142
## demo$major8 -0.005485172 -0.005238895 0.003409852 0.004449002 0.001528859
## 175 176 177 178 179
## (Intercept) 0.090268598 0.125065423 0.388104407 0.087123264 0.087123264
## demo$major1 0.015232638 0.024780263 0.011780902 0.029297500 0.029297500
## demo$major2 -0.011250063 -0.019444748 0.008214245 -0.036271107 -0.036271107
## demo$major3 -0.032325816 -0.011655817 0.044402057 0.015016068 0.015016068
## demo$major4 -0.044814052 -0.025065423 0.011895593 -0.013952533 -0.013952533
## demo$major5 -0.019671316 -0.007481148 0.014993795 -0.003476159 -0.003476159
## demo$major6 0.059442360 0.037391469 -0.034838852 0.035879933 0.035879933
## demo$major7 -0.006565715 -0.032497856 -0.021437741 -0.048612353 -0.048612353
## demo$major8 0.001372675 0.006607683 -0.007062617 -0.002782062 -0.002782062
## 180 181 182 183 184
## (Intercept) 0.099943972 0.106841468 0.135408194 0.0853395071 0.106841468
## demo$major1 0.031670690 0.002083757 0.033621379 0.0231948700 0.002083757
## demo$major2 -0.034806100 -0.017021291 -0.025422043 -0.0243472499 -0.017021291
## demo$major3 0.002519483 -0.061255843 0.034227028 -0.0008227381 -0.061255843
## demo$major4 -0.026773240 -0.019884946 -0.030145036 -0.0377204595 -0.019884946
## demo$major5 -0.003591251 -0.026224296 -0.001510875 -0.0073995121 -0.026224296
## demo$major6 0.040482995 0.059494962 0.021163847 0.0453898819 0.059494962
## demo$major7 -0.037042817 0.018032142 -0.039919472 -0.0230684449 0.018032142
## demo$major8 0.001624579 0.001528859 -0.005238895 -0.0024992214 0.001528859
## 185 186 187 188 189
## (Intercept) 0.106841468 0.237988895 0.114765568 0.087123264 0.090450885
## demo$major1 0.002083757 0.024172114 0.037277823 0.029297500 0.014369282
## demo$major2 -0.017021291 -0.006358375 -0.025555467 -0.036271107 -0.017925856
## demo$major3 -0.061255843 0.044329647 0.026239206 0.015016068 -0.032508103
## demo$major4 -0.019884946 -0.002694777 -0.037842491 -0.013952533 -0.044996339
## demo$major5 -0.026224296 0.001670266 -0.001730387 -0.003476159 -0.010955727
## demo$major6 0.059494962 -0.006476921 0.031109355 0.035879933 0.055455533
## demo$major7 0.018032142 -0.039696674 -0.048526252 -0.048612353 -0.006748002
## demo$major8 0.001528859 -0.003732770 0.003558248 -0.002782062 0.004791351
## 190 191 192 193 194
## (Intercept) 0.106841468 0.538532031 0.087958169 0.106841468 0.106841468
## demo$major1 0.002083757 -0.005890942 0.031482925 0.002083757 0.002083757
## demo$major2 -0.017021291 0.013665377 -0.007019559 -0.017021291 -0.017021291
## demo$major3 -0.061255843 0.043130287 -0.009934906 -0.061255843 -0.061255843
## demo$major4 -0.019884946 0.017023524 -0.087958169 -0.019884946 -0.019884946
## demo$major5 -0.026224296 0.018949682 -0.009944346 -0.026224296 -0.026224296
## demo$major6 0.059494962 -0.046912228 0.060393857 0.059494962 0.059494962
## demo$major7 0.018032142 -0.010754253 -0.025687107 0.018032142 0.018032142
## demo$major8 0.001528859 0.001426997 0.012029324 0.001528859 0.001528859
## 195 196 197 198 199
## (Intercept) 0.087123264 0.106151933 0.087123264 0.177402710 0.100330494
## demo$major1 0.029297500 0.025736176 0.029297500 0.034210359 0.008764284
## demo$major2 -0.036271107 -0.036489445 -0.036271107 -0.014301805 -0.012596160
## demo$major3 0.015016068 0.022337038 0.015016068 0.037196288 -0.045636092
## demo$major4 -0.013952533 -0.006151933 -0.013952533 -0.010736043 -0.033663827
## demo$major5 -0.003476159 -0.003299585 -0.003476159 -0.005871876 -0.026074726
## demo$major6 0.035879933 0.026666378 0.035879933 0.008116075 0.059882343
## demo$major7 -0.048612353 -0.040611393 -0.048612353 -0.048614831 0.004431411
## demo$major8 -0.002782062 -0.011283534 -0.002782062 -0.003190987 0.002826179
## 200 201 202 203 204
## (Intercept) 0.106841468 0.164503679 0.105336915 0.105336915 0.106841468
## demo$major1 0.002083757 0.012669439 0.014717209 0.014717209 0.002083757
## demo$major2 -0.017021291 -0.020973049 -0.041372175 -0.041372175 -0.017021291
## demo$major3 -0.061255843 -0.014132622 -0.018063421 -0.018063421 -0.061255843
## demo$major4 -0.019884946 0.035496321 0.010942155 0.010942155 -0.019884946
## demo$major5 -0.026224296 -0.024475327 -0.011306517 -0.011306517 -0.026224296
## demo$major6 0.059494962 0.022302413 0.037258606 0.037258606 0.059494962
## demo$major7 0.018032142 -0.021936112 -0.020453194 -0.020453194 0.018032142
## demo$major8 0.001528859 -0.003898311 -0.002398135 -0.002398135 0.001528859
## 205 206 207 208 209
## (Intercept) 0.105336915 0.5946864399 0.106841468 0.092629514 0.179593650
## demo$major1 0.014717209 -0.0109971274 0.002083757 0.016661206 0.031908952
## demo$major2 -0.041372175 0.0175670487 -0.017021291 -0.022020256 -0.016492745
## demo$major3 -0.018063421 0.0439368416 -0.061255843 -0.018349745 0.035005348
## demo$major4 0.010942155 0.0206981755 -0.019884946 -0.022862072 -0.012926983
## demo$major5 -0.011306517 0.0222097375 -0.026224296 -0.016940915 -0.003618372
## demo$major6 0.037258606 -0.0521536733 0.059494962 0.049498749 0.014537967
## demo$major7 -0.020453194 -0.0043854366 0.018032142 -0.007745793 -0.050805771
## demo$major8 -0.002398135 0.0003395975 0.001528859 -0.007251289 -0.005381927
## 210 211 212 213 214
## (Intercept) 0.149355304 0.089810092 0.099943972 0.132911591 0.116751921
## demo$major1 0.020785755 0.037788226 0.031670690 0.036266891 0.035199188
## demo$major2 -0.031432645 -0.018536080 -0.034806100 -0.023152197 -0.027541819
## demo$major3 0.019903979 0.005684722 0.002519483 0.020801474 0.024252854
## demo$major4 0.008539433 -0.065419848 -0.026773240 -0.027648433 -0.039828844
## demo$major5 -0.003993372 -0.006085558 -0.003591251 -0.005951208 0.000323665
## demo$major6 0.011107897 0.051263309 0.040482995 0.023510743 0.036948795
## demo$major7 -0.025295154 -0.051299181 -0.037042817 -0.037422869 -0.050512605
## demo$major8 -0.009300662 0.012112293 0.001624579 0.004981851 0.001571895
## 215 216 217 218 219
## (Intercept) 0.0948007889 0.439214199 0.178872761 0.0948007889 0.106841468
## demo$major1 0.0215877368 0.009391316 0.017848252 0.0215877368 0.002083757
## demo$major2 -0.0406112528 0.005441948 -0.030676510 -0.0406112528 -0.017021291
## demo$major3 -0.0034812988 0.039750500 0.020479853 -0.0034812988 -0.061255843
## demo$major4 0.0004373063 0.009061664 0.010316428 0.0004373063 -0.019884946
## demo$major5 -0.0042292519 0.011786961 -0.002792389 -0.0042292519 -0.026224296
## demo$major6 0.0361836815 -0.029932467 0.009801562 0.0361836815 0.059494962
## demo$major7 -0.0325297266 -0.022768575 -0.023069899 -0.0325297266 0.018032142
## demo$major8 -0.0040644394 -0.003650332 -0.010699390 -0.0040644394 0.001528859
## 220 221 222 223 224
## (Intercept) 0.106841468 0.106841468 0.106841468 0.106841468 0.538532031
## demo$major1 0.002083757 0.002083757 0.002083757 0.002083757 -0.005890942
## demo$major2 -0.017021291 -0.017021291 -0.017021291 -0.017021291 0.013665377
## demo$major3 -0.061255843 -0.061255843 -0.061255843 -0.061255843 0.043130287
## demo$major4 -0.019884946 -0.019884946 -0.019884946 -0.019884946 0.017023524
## demo$major5 -0.026224296 -0.026224296 -0.026224296 -0.026224296 0.018949682
## demo$major6 0.059494962 0.059494962 0.059494962 0.059494962 -0.046912228
## demo$major7 0.018032142 0.018032142 0.018032142 0.018032142 -0.010754253
## demo$major8 0.001528859 0.001528859 0.001528859 0.001528859 0.001426997
## 225 226 227 228 229
## (Intercept) 0.345791403 0.109285442 0.1246873011 0.0853395071 0.087123264
## demo$major1 0.014526484 0.038930380 0.0146567425 0.0231948700 0.029297500
## demo$major2 0.005337258 -0.028011848 -0.0097953324 -0.0243472499 -0.036271107
## demo$major3 0.043111894 0.016230060 -0.0071039532 -0.0008227381 0.015016068
## demo$major4 0.009047307 -0.032362365 -0.0515165694 -0.0377204595 -0.013952533
## demo$major5 0.012496684 -0.006932633 -0.0073245523 -0.0073995121 -0.003476159
## demo$major6 -0.030713432 0.033132113 0.0408391528 0.0453898819 0.035879933
## demo$major7 -0.025514905 -0.043046126 -0.0091545668 -0.0230684449 -0.048612353
## demo$major8 -0.005669983 0.004449002 -0.0004886235 -0.0024992214 -0.002782062
## 230 231 232 233 234
## (Intercept) 9.719408e-02 0.391364616 0.106841468 0.106151933 0.083152553
## demo$major1 8.277476e-03 0.010807140 0.002083757 0.025736176 0.021606577
## demo$major2 -1.580895e-02 0.004954037 -0.017021291 -0.036489445 -0.013300756
## demo$major3 -4.857870e-02 0.052130859 -0.061255843 0.022337038 -0.015517302
## demo$major4 -3.052741e-02 0.008635384 -0.019884946 -0.006151933 -0.059896739
## demo$major5 -1.997792e-02 0.011733587 -0.026224296 -0.003299585 -0.010420429
## demo$major6 5.908737e-02 -0.031001386 0.059494962 0.026666378 0.055699341
## demo$major7 7.567827e-03 -0.024697949 0.018032142 -0.040611393 -0.021524646
## demo$major8 7.765857e-05 -0.007102213 0.001528859 -0.011283534 0.006224202
## 235 236 237 238 239
## (Intercept) 0.5946864399 0.087123264 9.719408e-02 0.083152553 0.334802527
## demo$major1 -0.0109971274 0.029297500 8.277476e-03 0.021606577 0.005801695
## demo$major2 0.0175670487 -0.036271107 -1.580895e-02 -0.013300756 -0.006639558
## demo$major3 0.0439368416 0.015016068 -4.857870e-02 -0.015517302 0.031702408
## demo$major4 0.0206981755 -0.013952533 -3.052741e-02 -0.059896739 0.040197473
## demo$major5 0.0222097375 -0.003476159 -1.997792e-02 -0.010420429 0.008494197
## demo$major6 -0.0521536733 0.035879933 5.908737e-02 0.055699341 -0.029446388
## demo$major7 -0.0043854366 -0.048612353 7.567827e-03 -0.021524646 -0.023380113
## demo$major8 0.0003395975 -0.002782062 7.765857e-05 0.006224202 -0.012450450
## 240 241 242 243 244
## (Intercept) 0.388450095 0.087123264 0.106151933 0.087123264 0.106841468
## demo$major1 0.009674651 0.029297500 0.025736176 0.029297500 0.002083757
## demo$major2 0.007868557 -0.036271107 -0.036489445 -0.036271107 -0.017021291
## demo$major3 0.044056369 0.015016068 0.022337038 0.015016068 -0.061255843
## demo$major4 0.011549905 -0.013952533 -0.006151933 -0.013952533 -0.019884946
## demo$major5 0.014648107 -0.003476159 -0.003299585 -0.003476159 -0.026224296
## demo$major6 -0.033785007 0.035879933 0.026666378 0.035879933 0.059494962
## demo$major7 -0.021783429 -0.048612353 -0.040611393 -0.048612353 0.018032142
## demo$major8 -0.007408305 -0.002782062 -0.011283534 -0.002782062 0.001528859
## 245 246 247 248 249
## (Intercept) 0.162447458 0.103781998 0.348095811 0.132382286 0.0948007889
## demo$major1 0.028443999 0.028238804 0.019721171 0.038283367 0.0215877368
## demo$major2 -0.022414473 -0.034322721 0.003032849 -0.022396134 -0.0406112528
## demo$major3 0.037301156 0.009627608 0.040807485 0.037252937 -0.0034812988
## demo$major4 -0.027312323 -0.003781998 0.006742898 -0.027119128 0.0004373063
## demo$major5 0.001828743 -0.007523057 0.010192275 -0.002525370 -0.0042292519
## demo$major6 0.017084643 0.028880804 -0.027622360 0.026813407 0.0361836815
## demo$major7 -0.036056361 -0.038241457 -0.027819314 -0.065464992 -0.0325297266
## demo$major8 -0.007084208 -0.001620305 -0.004753780 -0.004770531 -0.0040644394
## 250 251 252 253 254
## (Intercept) 0.100509740 0.09536882 0.087958169 0.087123264 9.719408e-02
## demo$major1 0.007919937 0.02387280 0.031482925 0.029297500 8.277476e-03
## demo$major2 -0.019124613 -0.01191158 -0.007019559 -0.036271107 -1.580895e-02
## demo$major3 -0.045815338 -0.02743825 -0.009934906 0.015016068 -4.857870e-02
## demo$major4 -0.033843073 -0.07211300 -0.087958169 -0.013952533 -3.052741e-02
## demo$major5 -0.017549910 -0.01050922 -0.009944346 -0.003476159 -1.997792e-02
## demo$major6 0.055982416 0.06006397 0.060393857 0.035879933 5.908737e-02
## demo$major7 0.004252165 -0.01048510 -0.025687107 -0.048612353 7.567827e-03
## demo$major8 0.006175359 0.01042009 0.012029324 -0.002782062 7.765857e-05
## 255 256 257 258 259
## (Intercept) 0.087123264 0.109285442 0.083152553 0.1122831034 0.09536882
## demo$major1 0.029297500 0.038930380 0.021606577 0.0150376824 0.02387280
## demo$major2 -0.036271107 -0.028011848 -0.013300756 -0.0234079857 -0.01191158
## demo$major3 0.015016068 0.016230060 -0.015517302 -0.0212728278 -0.02743825
## demo$major4 -0.013952533 -0.032362365 -0.059896739 -0.0170450081 -0.07211300
## demo$major5 -0.003476159 -0.006932633 -0.010420429 -0.0185263583 -0.01050922
## demo$major6 0.035879933 0.033132113 0.055699341 0.0399190518 0.06006397
## demo$major7 -0.048612353 -0.043046126 -0.021524646 -0.0005614917 -0.01048510
## demo$major8 -0.002782062 0.004449002 0.006224202 0.0002656411 0.01042009
## 260 261 262 263 264
## (Intercept) 0.391602712 0.092629514 0.206637648 0.270726795 0.434515895
## demo$major1 0.016139131 0.016661206 0.030232563 0.021393275 0.007480389
## demo$major2 0.004715941 -0.022020256 -0.010256862 -0.001695594 0.010140252
## demo$major3 0.040903752 -0.018349745 0.040896451 0.038534945 0.044448804
## demo$major4 0.008397288 -0.022862072 -0.006637648 0.002000477 0.013759967
## demo$major5 0.011495491 -0.016940915 -0.002012459 0.006083247 0.016485265
## demo$major6 -0.031639965 0.049498749 -0.001197103 -0.011671731 -0.038571474
## demo$major7 -0.024936045 -0.007745793 -0.044137648 -0.034363159 -0.018070272
## demo$major8 -0.002101350 -0.007251289 -0.001836560 -0.005196060 -0.004386811
## 265 266 267 268 269
## (Intercept) 0.348095811 0.106841468 0.092133921 0.109117806 0.092629514
## demo$major1 0.019721171 0.002083757 0.039792513 0.026629300 0.016661206
## demo$major2 0.003032849 -0.017021291 -0.030193440 -0.031936520 -0.022020256
## demo$major3 0.040807485 -0.061255843 0.021615821 0.019371166 -0.018349745
## demo$major4 0.006742898 -0.019884946 -0.042133921 -0.009117806 -0.022862072
## demo$major5 0.010192275 -0.026224296 -0.002794514 -0.002455934 -0.016940915
## demo$major6 -0.027622360 0.059494962 0.040239584 0.026913901 0.049498749
## demo$major7 -0.027819314 0.018032142 -0.053620407 -0.043577265 -0.007745793
## demo$major8 -0.004753780 0.001528859 0.003090441 -0.002485045 -0.007251289
## 270 271 272 273 274
## (Intercept) 0.0981560056 0.090268598 0.2723244474 0.090268598 0.106841468
## demo$major1 0.0221048970 0.015232638 0.0206573530 0.015232638 0.002083757
## demo$major2 -0.0371637483 -0.011250063 -0.0032932461 -0.011250063 -0.017021291
## demo$major3 -0.0003430089 -0.032325816 0.0467895102 -0.032325816 -0.061255843
## demo$major4 -0.0029179103 -0.044814052 0.0004028254 -0.044814052 -0.019884946
## demo$major5 -0.0107559397 -0.019671316 0.0044855949 -0.019671316 -0.026224296
## demo$major6 0.0370328201 0.059442360 -0.0145863468 0.059442360 0.059494962
## demo$major7 -0.0358849433 -0.006565715 -0.0359608110 -0.006565715 0.018032142
## demo$major8 -0.0011074811 0.001372675 -0.0038951609 0.001372675 0.001528859
## 275 276 277 278 279
## (Intercept) 0.101165547 0.0853395071 0.087123264 0.106841468 0.097662030
## demo$major1 0.026521939 0.0231948700 0.029297500 0.002083757 0.026417400
## demo$major2 -0.022565527 -0.0243472499 -0.036271107 -0.017021291 -0.015929769
## demo$major3 -0.005994855 -0.0008227381 0.015016068 -0.061255843 -0.012836046
## demo$major4 -0.027994815 -0.0377204595 -0.013952533 -0.019884946 -0.050042982
## demo$major5 -0.010696348 -0.0073995121 -0.003476159 -0.026224296 -0.016624861
## demo$major6 0.040190633 0.0453898819 0.035879933 0.059494962 0.054043334
## demo$major7 -0.036338846 -0.0230684449 -0.048612353 0.018032142 -0.011581443
## demo$major8 0.007514163 -0.0024992214 -0.002782062 0.001528859 -0.001767174
## 280 281 282 283 284
## (Intercept) 0.483350203 0.105336915 0.5946864399 0.106841468 0.106841468
## demo$major1 0.001523089 0.014717209 -0.0109971274 0.002083757 0.002083757
## demo$major2 0.013133872 -0.041372175 0.0175670487 -0.017021291 -0.017021291
## demo$major3 0.045221226 -0.018063421 0.0439368416 -0.061255843 -0.061255843
## demo$major4 0.016649797 0.010942155 0.0206981755 -0.019884946 -0.019884946
## demo$major5 0.018982942 -0.011306517 0.0222097375 -0.026224296 -0.026224296
## demo$major6 -0.042000207 0.037258606 -0.0521536733 0.059494962 0.059494962
## demo$major7 -0.013350203 -0.020453194 -0.0043854366 0.018032142 0.018032142
## demo$major8 -0.006200327 -0.002398135 0.0003395975 0.001528859 0.001528859
## 285 286 287 288 289
## (Intercept) 9.719408e-02 0.106841468 0.109285442 0.106841468 0.092133921
## demo$major1 8.277476e-03 0.002083757 0.038930380 0.002083757 0.039792513
## demo$major2 -1.580895e-02 -0.017021291 -0.028011848 -0.017021291 -0.030193440
## demo$major3 -4.857870e-02 -0.061255843 0.016230060 -0.061255843 0.021615821
## demo$major4 -3.052741e-02 -0.019884946 -0.032362365 -0.019884946 -0.042133921
## demo$major5 -1.997792e-02 -0.026224296 -0.006932633 -0.026224296 -0.002794514
## demo$major6 5.908737e-02 0.059494962 0.033132113 0.059494962 0.040239584
## demo$major7 7.567827e-03 0.018032142 -0.043046126 0.018032142 -0.053620407
## demo$major8 7.765857e-05 0.001528859 0.004449002 0.001528859 0.003090441
## 290 291 292 293 294
## (Intercept) 0.0981560056 0.106841468 0.099711315 0.100330494 0.103781998
## demo$major1 0.0221048970 0.002083757 0.009538507 0.008764284 0.028238804
## demo$major2 -0.0371637483 -0.017021291 -0.026462593 -0.012596160 -0.034322721
## demo$major3 -0.0003430089 -0.061255843 -0.035275027 -0.045636092 0.009627608
## demo$major4 -0.0029179103 -0.019884946 -0.008802224 -0.033663827 -0.003781998
## demo$major5 -0.0107559397 -0.026224296 -0.017323666 -0.026074726 -0.007523057
## demo$major6 0.0370328201 0.059494962 0.049397960 0.059882343 0.028880804
## demo$major7 -0.0358849433 0.018032142 0.006718840 0.004431411 -0.038241457
## demo$major8 -0.0011074811 0.001528859 -0.008377731 0.002826179 -0.001620305
## 295 296 297 298 299
## (Intercept) 0.106841468 0.1519618769 0.102203549 0.389192141 0.111824164
## demo$major1 0.002083757 0.0237497540 0.017448914 0.010693169 0.041809052
## demo$major2 -0.017021291 -0.0258759524 -0.009895977 0.007126512 -0.022614062
## demo$major3 -0.061255843 0.0332195641 -0.043978440 0.043314324 0.029180611
## demo$major4 -0.019884946 0.0059328599 -0.056749003 0.010807859 -0.034901087
## demo$major5 -0.026224296 0.0003369917 -0.019748560 0.013906062 -0.002710551
## demo$major6 0.059494962 0.0146754738 0.063696844 -0.034928546 0.036600685
## demo$major7 0.018032142 -0.0564731551 0.004226607 -0.022525474 -0.073362626
## demo$major8 0.001528859 -0.0097506532 0.005470618 -0.003035261 0.004015180
## 300 301 302 303 304
## (Intercept) 0.106841468 9.719408e-02 0.106841468 0.090450885 0.0948007889
## demo$major1 0.002083757 8.277476e-03 0.002083757 0.014369282 0.0215877368
## demo$major2 -0.017021291 -1.580895e-02 -0.017021291 -0.017925856 -0.0406112528
## demo$major3 -0.061255843 -4.857870e-02 -0.061255843 -0.032508103 -0.0034812988
## demo$major4 -0.019884946 -3.052741e-02 -0.019884946 -0.044996339 0.0004373063
## demo$major5 -0.026224296 -1.997792e-02 -0.026224296 -0.010955727 -0.0042292519
## demo$major6 0.059494962 5.908737e-02 0.059494962 0.055455533 0.0361836815
## demo$major7 0.018032142 7.567827e-03 0.018032142 -0.006748002 -0.0325297266
## demo$major8 0.001528859 7.765857e-05 0.001528859 0.004791351 -0.0040644394
## 305 306 307 308 309
## (Intercept) 0.17735046 0.0948007889 0.123673282 0.0849082733 9.719408e-02
## demo$major1 0.02053205 0.0215877368 0.024502126 0.0275573210 8.277476e-03
## demo$major2 -0.02075085 -0.0406112528 -0.034463180 -0.0247096669 -1.580895e-02
## demo$major3 0.03838217 -0.0034812988 0.016974127 -0.0003915043 -4.857870e-02
## demo$major4 0.01183873 0.0004373063 0.004531846 -0.0372892257 -3.052741e-02
## demo$major5 0.00155134 -0.0042292519 -0.007455961 -0.0066727208 -1.997792e-02
## demo$major6 0.00421305 0.0361836815 0.019193365 0.0467069948 5.908737e-02
## demo$major7 -0.05095937 -0.0325297266 -0.029656188 -0.0464467349 7.567827e-03
## demo$major8 -0.00960131 -0.0040644394 -0.010314177 0.0061654372 7.765857e-05
## 310 311 312
## (Intercept) 0.2723244474 0.0948007889 0.237992459
## demo$major1 0.0206573530 0.0215877368 0.026105108
## demo$major2 -0.0032932461 -0.0406112528 -0.006361940
## demo$major3 0.0467895102 -0.0034812988 0.034802273
## demo$major4 0.0004028254 0.0004373063 -0.002698342
## demo$major5 0.0044855949 -0.0042292519 0.001666701
## demo$major6 -0.0145863468 0.0361836815 -0.001347108
## demo$major7 -0.0359608110 -0.0325297266 -0.039700239
## demo$major8 -0.0038951609 -0.0040644394 -0.006541384
##
## $f.perms
## [,1]
## [1,] 0.5686279
## [2,] 1.3393457
## [3,] 1.9823713
## [4,] 0.9336629
## [5,] 0.8347886
## [6,] 0.9406150
## [7,] 0.6022583
## [8,] 1.2136122
## [9,] 1.8271935
## [10,] 0.7601072
## [11,] 0.7813529
## [12,] 0.6124142
## [13,] 0.9038813
## [14,] 0.5818846
## [15,] 0.6226116
## [16,] 1.1342152
## [17,] 0.4002388
## [18,] 0.5959885
## [19,] 1.6442581
## [20,] 0.4165834
## [21,] 1.0115570
## [22,] 0.6728663
## [23,] 0.5213594
## [24,] 0.8285716
## [25,] 0.9060933
## [26,] 0.7606912
## [27,] 0.6341242
## [28,] 1.0465155
## [29,] 0.7726544
## [30,] 0.4212775
## [31,] 0.5203098
## [32,] 1.0700856
## [33,] 1.0108678
## [34,] 0.6267976
## [35,] 0.9689121
## [36,] 1.5885006
## [37,] 0.8277930
## [38,] 2.7284228
## [39,] 1.0923147
## [40,] 0.9473067
## [41,] 1.0777478
## [42,] 0.7221795
## [43,] 1.0539418
## [44,] 1.2609207
## [45,] 1.1924142
## [46,] 0.6867317
## [47,] 2.2912543
## [48,] 0.8399522
## [49,] 2.2000351
## [50,] 0.5937233
## [51,] 1.5090259
## [52,] 1.2436223
## [53,] 1.0583558
## [54,] 1.0392531
## [55,] 0.2825593
## [56,] 1.1816693
## [57,] 0.5128096
## [58,] 1.5163674
## [59,] 0.6995158
## [60,] 1.0364064
## [61,] 1.1278366
## [62,] 0.7965361
## [63,] 0.5014517
## [64,] 1.2544593
## [65,] 0.9588293
## [66,] 1.6406697
## [67,] 0.6596081
## [68,] 0.5076475
## [69,] 1.2719691
## [70,] 2.0826195
## [71,] 0.3929552
## [72,] 1.1601038
## [73,] 0.7269330
## [74,] 0.7596137
## [75,] 0.7325751
## [76,] 1.2529511
## [77,] 1.5276909
## [78,] 0.7967922
## [79,] 0.8883606
## [80,] 0.2672539
## [81,] 0.6713178
## [82,] 0.6686953
## [83,] 2.2276210
## [84,] 0.7841175
## [85,] 1.2854944
## [86,] 0.3742287
## [87,] 0.6397988
## [88,] 0.8679545
## [89,] 0.9288336
## [90,] 0.9642866
## [91,] 1.2121738
## [92,] 0.4618008
## [93,] 1.2563829
## [94,] 0.7629627
## [95,] 2.2607617
## [96,] 0.9738594
## [97,] 0.5783992
## [98,] 0.9202630
## [99,] 0.9095682
## [100,] 1.5045469
## [101,] 1.0898262
## [102,] 0.3611405
## [103,] 0.8925502
## [104,] 0.8246459
## [105,] 0.7619160
## [106,] 0.8381151
## [107,] 1.5076306
## [108,] 0.5706185
## [109,] 0.6659531
## [110,] 0.4450373
## [111,] 0.8309656
## [112,] 0.6680299
## [113,] 0.5573415
## [114,] 0.3460065
## [115,] 0.6120983
## [116,] 0.6587871
## [117,] 2.0105388
## [118,] 1.5810732
## [119,] 1.3053445
## [120,] 0.7728549
## [121,] 1.0709313
## [122,] 0.8025361
## [123,] 1.0538907
## [124,] 2.1572669
## [125,] 0.5673076
## [126,] 1.1544577
## [127,] 0.5520041
## [128,] 1.2201433
## [129,] 0.4242382
## [130,] 1.1920966
## [131,] 0.4995240
## [132,] 2.3550702
## [133,] 0.4384917
## [134,] 0.9339529
## [135,] 0.5081575
## [136,] 1.1092950
## [137,] 2.2245664
## [138,] 1.3017312
## [139,] 0.5492989
## [140,] 0.5481336
## [141,] 2.4100305
## [142,] 0.7099996
## [143,] 1.0527652
## [144,] 0.8095173
## [145,] 0.5137098
## [146,] 0.9772127
## [147,] 0.7745421
## [148,] 1.9990260
## [149,] 0.1689316
## [150,] 0.5710304
## [151,] 1.0336363
## [152,] 1.1542435
## [153,] 0.8671485
## [154,] 0.5470890
## [155,] 0.8419582
## [156,] 0.5110723
## [157,] 0.4895252
## [158,] 2.3755726
## [159,] 0.5840482
## [160,] 0.5870625
## [161,] 0.7131474
## [162,] 1.1322416
## [163,] 0.6874623
## [164,] 0.7921048
## [165,] 2.8119902
## [166,] 1.4686649
## [167,] 1.0399310
## [168,] 0.5773335
## [169,] 0.9339355
## [170,] 2.1330910
## [171,] 2.2762057
## [172,] 1.0712078
## [173,] 0.8266229
## [174,] 0.5558519
## [175,] 0.5869196
## [176,] 0.5918155
## [177,] 0.9388293
## [178,] 0.6576069
## [179,] 0.8969119
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## [855,] 1.4243572
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## [859,] 0.8782080
## [860,] 0.3307217
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## [862,] 0.9273500
## [863,] 0.4396074
## [864,] 1.0618922
## [865,] 0.6611276
## [866,] 0.7186325
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## [868,] 0.5953770
## [869,] 1.0859990
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## [871,] 1.3776749
## [872,] 0.5968916
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## [885,] 1.5878102
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## [888,] 2.5810273
## [889,] 2.3542261
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## [891,] 0.4946122
## [892,] 1.0112901
## [893,] 0.9664057
## [894,] 0.6052428
## [895,] 1.0300873
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## [921,] 0.3447016
## [922,] 1.2523759
## [923,] 0.4634623
## [924,] 0.9701798
## [925,] 0.5758459
## [926,] 1.2182511
## [927,] 0.6456737
## [928,] 0.5273876
## [929,] 0.6093880
## [930,] 0.4778202
## [931,] 1.0301589
## [932,] 1.7027394
## [933,] 0.5511981
## [934,] 0.9467824
## [935,] 1.4882720
## [936,] 1.7182053
## [937,] 0.6747431
## [938,] 0.5000989
## [939,] 0.4820188
## [940,] 0.9967333
## [941,] 0.5075215
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## [943,] 2.7131999
## [944,] 2.1951623
## [945,] 0.5415123
## [946,] 0.5541748
## [947,] 0.3859812
## [948,] 1.5146384
## [949,] 2.3009144
## [950,] 2.2476880
## [951,] 0.3455398
## [952,] 1.1499175
## [953,] 1.5714527
## [954,] 0.8319041
## [955,] 0.9135969
## [956,] 1.0156788
## [957,] 0.4272821
## [958,] 1.1223427
## [959,] 1.4330393
## [960,] 0.7991027
## [961,] 0.5074753
## [962,] 1.0677177
## [963,] 0.7530445
## [964,] 0.4488451
## [965,] 1.2976589
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## [967,] 1.7869064
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## [970,] 0.5655176
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## [974,] 1.5950885
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## [996,] 1.0127239
## [997,] 0.5755847
## [998,] 0.4906861
## [999,] 0.4861481
##
## $model.matrix
## (Intercept) demo$major1 demo$major2 demo$major3 demo$major4 demo$major5
## 1 1 1 0 0 0 0
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## 282 1 1 0 0 0 0
## 283 1 0 0 0 0 1
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## demo$major6 demo$major7 demo$major8
## 1 0 0 0
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## 4 1 0 0
## 5 1 0 0
## 6 1 0 0
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## 8 1 0 0
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## 48 1 0 0
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## 50 1 0 0
## 51 1 0 0
## 52 0 0 1
## 53 0 0 0
## 54 -1 -1 -1
## 55 0 0 1
## 56 0 0 1
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## 59 1 0 0
## 60 0 0 1
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## 63 0 0 0
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## 66 1 0 0
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## 87 -1 -1 -1
## 88 -1 -1 -1
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## 93 -1 -1 -1
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## 261 0 0 0
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## 263 -1 -1 -1
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## 303 0 0 0
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##
## $terms
## im ~ demo$major
## attr(,"variables")
## list(im, demo$major)
## attr(,"factors")
## demo$major
## im 0
## demo$major 1
## attr(,"term.labels")
## [1] "demo$major"
## attr(,"order")
## [1] 1
## attr(,"intercept")
## [1] 1
## attr(,"response")
## [1] 1
## attr(,".Environment")
## <environment: R_GlobalEnv>
##
## attr(,"class")
## [1] "adonis"This shows that the differences in answers are not significant,
according to major.
Self-Determination
Now, Self-Determination:
And an Adonis test:
## $aov.tab
## Permutation: free
## Number of permutations: 999
##
## Terms added sequentially (first to last)
##
## Df SumsOfSqs MeanSqs F.Model R2 Pr(>F)
## demo$major 8 0.1709 0.021358 0.86911 0.02243 0.514
## Residuals 303 7.4460 0.024574 0.97757
## Total 311 7.6168 1.00000
##
## $call
## adonis(formula = sd ~ demo$major)
##
## $coefficients
## sd1 sd2 sd3 sd4 sd5
## (Intercept) 3.8377114 3.93034577 3.93510869 3.6781925 3.81024692
## demo$major1 0.1622886 0.06965423 0.14939835 0.2513849 0.09116153
## demo$major2 0.4480029 0.21251137 0.35060560 0.4646646 0.18975308
## demo$major3 0.1622886 -0.07320291 0.06489131 0.6075217 0.33261023
## demo$major4 0.1622886 0.06965423 0.06489131 0.3218075 0.18975308
## demo$major5 0.1622886 0.06965423 0.13155798 0.1884741 -0.21024692
## demo$major6 -0.1234256 -0.18359252 -0.18835544 -0.2041666 -0.27777938
## demo$major7 -0.8377114 0.06965423 -0.43510869 -1.1781925 0.18975308
## demo$major8 -0.1420592 -0.14773708 -0.10902173 -0.4608012 -0.28850779
##
## $coef.sites
## 1 2 3 4 5
## (Intercept) 0.14209655 0.1107300530 0.123006416 0.129171230 0.14209655
## demo$major1 -0.01451022 0.0005639035 0.002437173 0.008697486 -0.01451022
## demo$major2 -0.04142453 -0.0042866663 -0.013507770 0.017483564 -0.04142453
## demo$major3 -0.02586827 -0.0012010184 0.011929854 0.006820629 -0.02586827
## demo$major4 -0.03098544 -0.0631110054 -0.049835684 -0.076539651 -0.03098544
## demo$major5 -0.01487993 -0.0223558684 -0.035196671 -0.020456992 -0.01487993
## demo$major6 0.03303438 0.0302974050 0.023069602 0.022885095 0.03303438
## demo$major7 0.04905490 0.0182173154 0.035690743 0.014619620 0.04905490
## demo$major8 0.02760788 0.0123498696 0.003363278 -0.001425970 0.02760788
## 6 7 8 9 10
## (Intercept) 0.11024163 0.099108951 0.14209655 0.180363603 0.462232544
## demo$major1 0.01558785 0.017773181 -0.01451022 0.025150742 0.009757810
## demo$major2 0.02096915 0.027347439 -0.04142453 0.013326409 0.035613964
## demo$major3 0.03439079 0.016140861 -0.02586827 0.027976773 0.022243225
## demo$major4 -0.05761005 -0.073467926 -0.03098544 -0.003893015 0.019248937
## demo$major5 -0.02426524 -0.015613951 -0.01487993 -0.021267226 0.004082669
## demo$major6 0.01814606 0.029836678 0.03303438 0.009154052 -0.020011518
## demo$major7 -0.02364032 -0.042738295 0.04905490 -0.051196937 -0.046580370
## demo$major8 -0.01499345 0.001170702 0.02760788 -0.022952532 -0.020017736
## 11 12 13 14 15
## (Intercept) 0.187163816 0.101319792 0.103421680 0.090401346 0.14209655
## demo$major1 0.022155176 0.007068467 0.003715285 0.011526431 -0.01451022
## demo$major2 0.025766215 0.008972505 0.014013474 0.024499537 -0.04142453
## demo$major3 0.031380642 0.005490847 -0.002960247 0.013761532 -0.02586827
## demo$major4 -0.010693228 -0.076929548 -0.079031436 -0.090401346 -0.03098544
## demo$major5 -0.010260925 -0.020087940 -0.013177088 -0.019825004 -0.01487993
## demo$major6 0.007655125 0.029108793 0.029706466 0.028425055 0.03303438
## demo$major7 -0.057997149 0.004709314 0.002607426 -0.008530001 0.04905490
## demo$major8 -0.026841901 0.007315563 0.011287135 0.002931796 0.02760788
## 16 17 18 19 20
## (Intercept) 0.090401346 0.090401346 0.14228196 0.122529200 0.11024163
## demo$major1 0.011526431 0.011526431 0.01982176 -0.006660811 0.01558785
## demo$major2 0.024499537 0.024499537 0.01465850 -0.013643290 0.02096915
## demo$major3 0.013761532 0.013761532 0.02799894 -0.016845809 0.03439079
## demo$major4 -0.090401346 -0.090401346 -0.03117085 -0.052761758 -0.05761005
## demo$major5 -0.019825004 -0.019825004 -0.03205870 -0.015881924 -0.02426524
## demo$major6 0.028425055 0.028425055 0.01245841 0.031437593 0.01814606
## demo$major7 -0.008530001 -0.008530001 -0.02095843 0.028189999 -0.02364032
## demo$major8 0.002931796 0.002931796 -0.01901301 0.020089480 -0.01499345
## 21 22 23 24 25
## (Intercept) 0.11977006 0.211031415 0.35325470 0.104223455 0.090401346
## demo$major1 0.02222612 0.022080701 0.01288603 0.014179990 0.011526431
## demo$major2 0.02379452 0.018170076 0.02958462 0.022650646 0.024499537
## demo$major3 0.03742502 0.023505214 0.01496727 0.011026357 0.013761532
## demo$major4 -0.03868898 0.001089797 0.02605564 -0.078582429 -0.090401346
## demo$major5 -0.01987776 -0.016233464 0.00968143 -0.020929106 -0.019825004
## demo$major6 0.01928874 0.004215467 -0.01526109 0.026746130 0.028425055
## demo$major7 -0.06002980 -0.044179357 -0.04658804 -0.020825771 -0.008530001
## demo$major8 -0.01731137 -0.026205640 -0.03112955 0.005881611 0.002931796
## 26 27 28 29 30
## (Intercept) 0.571328546 0.1107300530 0.118258369 0.14209655 0.222664095
## demo$major1 0.006887458 0.0005639035 0.015096294 -0.01451022 0.014140578
## demo$major2 0.029327913 -0.0042866663 0.038054272 -0.04142453 0.015465967
## demo$major3 0.017924280 -0.0012010184 0.026374044 -0.02586827 0.022861545
## demo$major4 0.028671454 -0.0631110054 -0.065626790 -0.03098544 -0.010542883
## demo$major5 0.015568200 -0.0223558684 -0.002225835 -0.01487993 -0.009443558
## demo$major6 -0.032103568 0.0302974050 0.021945526 0.03303438 0.002672643
## demo$major7 -0.026815088 0.0182173154 -0.061068826 0.04905490 -0.021329278
## demo$major8 -0.016624706 0.0123498696 -0.007937021 0.02760788 -0.024880904
## 31 32 33 34 35
## (Intercept) 0.13335510 0.308656862 0.12518355 0.102241210 0.107012219
## demo$major1 -0.01090328 0.012689471 0.01842210 0.012107831 0.021427924
## demo$major2 -0.02841520 0.028898256 0.01884789 0.016696383 0.031920567
## demo$major3 -0.01901287 0.013848227 0.03201154 0.021666611 0.028691622
## demo$major4 -0.04244601 0.024676471 -0.04410246 -0.076600184 -0.054380640
## demo$major5 -0.01461948 0.007919265 -0.02551590 -0.032920141 -0.006473621
## demo$major6 0.03257642 -0.012184310 0.01600944 0.021768861 0.026449394
## demo$major7 0.03807347 -0.050415104 -0.03687186 0.009727902 -0.077600454
## demo$major8 0.02411576 -0.025708864 -0.01230909 -0.004291329 -0.009368855
## 36 37 38 39 40
## (Intercept) 0.1101929276 0.100770484 0.14209655 0.308656862 0.13386941
## demo$major1 -0.0001942693 0.006291991 -0.01451022 0.012689471 -0.01017924
## demo$major2 -0.0038875671 0.009377512 -0.04142453 0.028898256 -0.02880287
## demo$major3 0.0058296135 0.012684673 -0.02586827 0.013848227 -0.02573836
## demo$major4 -0.0625738800 -0.076380240 -0.03098544 0.024676471 -0.04296032
## demo$major5 -0.0247047459 -0.022488150 -0.01487993 0.007919265 -0.01236699
## demo$major6 0.0298707242 0.028669894 0.03303438 -0.012184310 0.03298056
## demo$major7 0.0187544408 0.005258622 0.04905490 -0.050415104 0.03755916
## demo$major8 0.0109128991 0.005844975 0.02760788 -0.025708864 0.02548990
## 41 42 43 44 45
## (Intercept) 0.14209655 0.13386941 0.12557148 0.123040908 0.14209655
## demo$major1 -0.01451022 -0.01017924 -0.00420491 -0.001742422 -0.01451022
## demo$major2 -0.04142453 -0.02880287 -0.01668557 -0.021089872 -0.04142453
## demo$major3 -0.02586827 -0.02573836 -0.01988809 -0.004929284 -0.02586827
## demo$major4 -0.03098544 -0.04296032 -0.05580404 -0.053273467 -0.03098544
## demo$major5 -0.01487993 -0.01236699 -0.01003238 -0.018951531 -0.01487993
## demo$major6 0.03303438 0.03298056 0.03193808 0.030947792 0.03303438
## demo$major7 0.04905490 0.03755916 0.02514772 0.027678291 0.04905490
## demo$major8 0.02760788 0.02548990 0.02099977 0.015797054 0.02760788
## 46 47 48 49 50
## (Intercept) 0.15304684 0.13528625 0.308656862 0.130461051 0.1101929276
## demo$major1 0.02690446 0.02530207 0.012689471 0.016373293 -0.0001942693
## demo$major2 0.01736333 0.02165421 0.028898256 0.007552448 -0.0038875671
## demo$major3 0.03087132 0.03499465 0.013848227 0.035635736 0.0058296135
## demo$major4 -0.01018970 -0.02417514 0.024676471 -0.025197893 -0.0625738800
## demo$major5 -0.02756648 -0.02100214 0.007919265 -0.022819439 -0.0247047459
## demo$major6 0.01343449 0.01709282 -0.012184310 0.019897289 0.0298707242
## demo$major7 -0.05920520 -0.07462449 -0.050415104 -0.043859744 0.0187544408
## demo$major8 -0.02149268 -0.01456026 -0.025708864 -0.013613684 0.0109128991
## 51 52 53 54 55
## (Intercept) 0.571328546 0.105524103 0.13528625 0.571328546 0.107012219
## demo$major1 0.006887458 0.012760865 0.02530207 0.006887458 0.021427924
## demo$major2 0.029327913 0.020932287 0.02165421 0.029327913 0.031920567
## demo$major3 0.017924280 0.009725709 0.03499465 0.017924280 0.028691622
## demo$major4 0.028671454 -0.079883078 -0.02417514 0.028671454 -0.054380640
## demo$major5 0.015568200 -0.025748658 -0.02100214 0.015568200 -0.006473621
## demo$major6 -0.032103568 0.025586813 0.01709282 -0.032103568 0.026449394
## demo$major7 -0.026815088 0.006445009 -0.07462449 -0.026815088 -0.077600454
## demo$major8 -0.016624706 -0.002905500 -0.01456026 -0.016624706 -0.009368855
## 56 57 58 59 60
## (Intercept) 0.14165356 0.109604338 0.101319792 0.1131588963 0.128021794
## demo$major1 0.02249781 0.012262790 0.007068467 -0.0012253967 0.021730393
## demo$major2 0.03330238 0.011790051 0.008972505 -0.0005043295 0.041406465
## demo$major3 0.03815115 0.014997624 0.005490847 -0.0036298617 0.029173291
## demo$major4 -0.03054245 -0.059604338 -0.076929548 -0.0655398487 -0.046940713
## demo$major5 -0.01067907 -0.018478018 -0.020087940 -0.0158998522 0.002801545
## demo$major6 0.01568809 0.030069401 0.029108793 0.0298935475 0.023200504
## demo$major7 -0.08099179 -0.027732993 0.004709314 0.0157884721 -0.098584565
## demo$major8 -0.01820002 0.004195266 0.007315563 0.0139237868 -0.010038566
## 61 62 63 64 65
## (Intercept) 0.122529200 0.119998631 0.090401346 0.167964806 0.11024163
## demo$major1 -0.006660811 -0.004198322 0.011526431 0.020706345 0.01558785
## demo$major2 -0.013643290 -0.018047595 0.024499537 0.029981377 0.02096915
## demo$major3 -0.016845809 -0.001887007 0.013761532 0.035657793 0.03439079
## demo$major4 -0.052761758 -0.050231189 -0.090401346 -0.025107663 -0.05761005
## demo$major5 -0.015881924 -0.024801071 -0.019825004 -0.004087927 -0.02426524
## demo$major6 0.031437593 0.030447306 0.028425055 0.011645598 0.01814606
## demo$major7 0.028189999 0.030720568 -0.008530001 -0.074123164 -0.02364032
## demo$major8 0.020089480 0.014886762 0.002931796 -0.019576446 -0.01499345
## 66 67 68 69 70
## (Intercept) 0.182043126 0.13335510 0.155383956 0.122144795 0.102241210
## demo$major1 0.024053564 -0.01090328 0.017228831 -0.003935953 0.012107831
## demo$major2 0.022228896 -0.02841520 0.019077243 -0.019602218 0.016696383
## demo$major3 0.026675179 -0.01901287 0.015225354 -0.003762991 0.021666611
## demo$major4 -0.005572538 -0.04244601 -0.044272845 -0.052377353 -0.076600184
## demo$major5 -0.022946749 -0.01461948 -0.032153570 -0.020947909 -0.032920141
## demo$major6 0.008839728 0.03257642 0.015280904 0.031502857 0.021768861
## demo$major7 -0.052876460 0.03807347 -0.002810427 0.028574405 0.009727902
## demo$major8 -0.024655974 0.02411576 -0.012818727 0.016653202 -0.004291329
## 71 72 73 74 75
## (Intercept) 0.13125820 0.090401346 0.097970077 0.107012219 0.14209655
## demo$major1 -0.01116454 0.011526431 0.014945162 0.021427924 -0.01451022
## demo$major2 -0.02688379 0.024499537 0.028904024 0.031920567 -0.04142453
## demo$major3 -0.01717476 0.013761532 0.025937744 0.028691622 -0.02586827
## demo$major4 -0.04034911 -0.090401346 -0.072329051 -0.054380640 -0.03098544
## demo$major5 -0.01838976 -0.019825004 -0.011072124 -0.006473621 -0.01487993
## demo$major6 0.03154183 0.028425055 0.025114888 0.026449394 0.03303438
## demo$major7 0.04017037 -0.008530001 -0.041599420 -0.077600454 0.04905490
## demo$major8 0.02238624 0.002931796 -0.007301933 -0.009368855 0.02760788
## 76 77 78 79 80
## (Intercept) 0.11977006 0.101319792 0.510776826 0.13670546 0.090401346
## demo$major1 0.02222612 0.007068467 0.007014792 0.02374071 0.011526431
## demo$major2 0.02379452 0.008972505 0.029036784 0.01974026 0.024499537
## demo$major3 0.03742502 0.005490847 0.016539515 0.03357544 0.013761532
## demo$major4 -0.03868898 -0.076929548 0.027684712 -0.02559435 -0.090401346
## demo$major5 -0.01987776 -0.020087940 0.013417869 -0.02624389 -0.019825004
## demo$major6 0.01928874 0.029108793 -0.027535638 0.01584103 0.028425055
## demo$major7 -0.06002980 0.004709314 -0.033504099 -0.04479370 -0.008530001
## demo$major8 -0.01731137 0.007315563 -0.011482797 -0.02417499 0.002931796
## 81 82 83 84 85
## (Intercept) 0.14209655 0.14209655 0.312808191 0.127760171 0.112271960
## demo$major1 -0.01451022 -0.01451022 0.017170328 0.019914927 0.017732314
## demo$major2 -0.04142453 -0.04142453 0.024746927 0.015337556 0.027102084
## demo$major3 -0.02586827 -0.02586827 0.021601659 0.020218324 0.023431881
## demo$major4 -0.03098544 -0.03098544 0.020525142 -0.046679090 -0.059640381
## demo$major5 -0.01487993 -0.01487993 0.003767936 -0.035393045 -0.011945506
## demo$major6 0.03303438 0.03303438 -0.007874903 0.019802325 0.023267272
## demo$major7 0.04905490 0.04905490 -0.054566433 -0.009145453 -0.055082417
## demo$major8 0.02760788 0.02760788 -0.031035389 -0.012655476 -0.004516645
## 86 87 88 89 90
## (Intercept) 0.103421680 0.308656862 0.406927096 0.1129278422 0.116669664
## demo$major1 0.003715285 0.012689471 0.015071666 0.0008272128 0.014805478
## demo$major2 0.014013474 0.028898256 0.024455282 -0.0058650207 0.014541114
## demo$major3 -0.002960247 0.013848227 0.023375934 -0.0031164812 0.019034176
## demo$major4 -0.079031436 0.024676471 0.021644333 -0.0653087946 -0.064038085
## demo$major5 -0.013177088 0.007919265 0.005789496 -0.0184160915 -0.034396979
## demo$major6 0.029706466 -0.012184310 -0.014572307 0.0313747628 0.019826638
## demo$major7 0.002607426 -0.050415104 -0.047952737 0.0160195262 -0.002290579
## demo$major8 0.011287135 -0.025708864 -0.016633114 0.0141548410 -0.001424381
## 91 92 93 94 95
## (Intercept) 0.090401346 0.090401346 0.1101929276 0.090401346 0.197960040
## demo$major1 0.011526431 0.011526431 -0.0001942693 0.011526431 0.016568631
## demo$major2 0.024499537 0.024499537 -0.0038875671 0.024499537 0.004387980
## demo$major3 0.013761532 0.013761532 0.0058296135 0.013761532 0.010758265
## demo$major4 -0.090401346 -0.090401346 -0.0625738800 -0.090401346 -0.021489452
## demo$major5 -0.019825004 -0.019825004 -0.0247047459 -0.019825004 -0.025223816
## demo$major6 0.028425055 0.028425055 0.0298707242 0.028425055 0.010106834
## demo$major7 -0.008530001 -0.008530001 0.0187544408 -0.008530001 -0.004210040
## demo$major8 0.002931796 0.002931796 0.0109128991 0.002931796 -0.009206517
## 96 97 98 99 100
## (Intercept) 0.122003730 0.14209655 0.401987994 0.097970077 0.100387998
## demo$major1 -0.007401523 -0.01451022 0.008512538 0.014945162 0.004768799
## demo$major2 -0.013249972 -0.04142453 0.029394384 0.028904024 0.010553649
## demo$major3 -0.009971133 -0.02586827 0.015328023 0.025937744 0.006717953
## demo$major4 -0.052236288 -0.03098544 0.026583435 -0.072329051 -0.075997754
## demo$major5 -0.018181604 -0.01487993 0.010728597 -0.011072124 -0.022179492
## demo$major6 0.031022483 0.03303438 -0.019027489 0.025114888 0.029680685
## demo$major7 0.028715470 0.04905490 -0.043013635 -0.041599420 0.005641108
## demo$major8 0.018684626 0.02760788 -0.019457988 -0.007301933 0.008203746
## 101 102 103 104 105
## (Intercept) 0.14209655 0.090401346 0.209522347 0.13670546 0.14209655
## demo$major1 -0.01451022 0.011526431 0.020462448 0.02374071 -0.01451022
## demo$major2 -0.04142453 0.024499537 0.008690132 0.01974026 -0.04142453
## demo$major3 -0.02586827 0.013761532 0.025014281 0.03357544 -0.02586827
## demo$major4 -0.03098544 -0.090401346 0.002598865 -0.02559435 -0.03098544
## demo$major5 -0.01487993 -0.019825004 -0.014724396 -0.02624389 -0.01487993
## demo$major6 0.03303438 0.028425055 0.005282150 0.01584103 0.03303438
## demo$major7 0.04905490 -0.008530001 -0.042670289 -0.04479370 0.04905490
## demo$major8 0.02760788 0.002931796 -0.021564293 -0.02417499 0.02760788
## 106 107 108 109 110
## (Intercept) 0.168601511 0.101319792 2.121775e-01 0.190723475 0.14228196
## demo$major1 0.017946784 0.007068467 1.936111e-02 0.017427366 0.01982176
## demo$major2 0.010737228 0.008972505 1.702403e-02 0.011624546 0.01465850
## demo$major3 0.025168871 0.005490847 2.276617e-02 0.028198912 0.02799894
## demo$major4 -0.025744368 -0.076929548 -5.624353e-05 -0.014252886 -0.03117085
## demo$major5 -0.026144031 -0.020087940 -1.737950e-02 -0.013820584 -0.03205870
## demo$major6 0.008317309 0.029108793 4.394428e-03 0.008195015 0.01245841
## demo$major7 -0.012198774 0.004709314 -4.532540e-02 -0.028223475 -0.02095843
## demo$major8 -0.020410311 0.007315563 -2.033159e-02 -0.024574091 -0.01901301
## 111 112 113 114 115
## (Intercept) 0.090401346 0.131395130 0.090401346 0.109604338 0.102241210
## demo$major1 0.011526431 -0.007770145 0.011526431 0.012262790 0.012107831
## demo$major2 0.024499537 -0.033099749 0.024499537 0.011790051 0.016696383
## demo$major3 0.013761532 -0.011100515 0.013761532 0.014997624 0.021666611
## demo$major4 -0.090401346 -0.040486039 -0.090401346 -0.059604338 -0.076600184
## demo$major5 -0.019825004 -0.021102243 -0.019825004 -0.018478018 -0.032920141
## demo$major6 0.028425055 0.032011894 0.028425055 0.030069401 0.021768861
## demo$major7 -0.008530001 0.040033442 -0.008530001 -0.027732993 0.009727902
## demo$major8 0.002931796 0.020399166 0.002931796 0.004195266 -0.004291329
## 116 117 118 119 120
## (Intercept) 0.190403978 0.102241210 0.131395130 0.11977006 0.111106544
## demo$major1 0.010217703 0.012107831 -0.007770145 0.02222612 0.002051077
## demo$major2 0.009536503 0.016696383 -0.033099749 0.02379452 -0.005420618
## demo$major3 0.015036663 0.021666611 -0.011100515 0.03742502 0.004633671
## demo$major4 -0.023737312 -0.076600184 -0.040486039 -0.03868898 -0.063487496
## demo$major5 -0.008817783 -0.032920141 -0.021102243 -0.01987776 -0.022661887
## demo$major6 0.020112284 0.021768861 0.032011894 0.01928874 0.029307331
## demo$major7 -0.037830449 0.009727902 0.040033442 -0.06002980 0.017840825
## demo$major8 -0.006046751 -0.004291329 0.020399166 -0.01731137 0.010041012
## 121 122 123 124 125
## (Intercept) 0.090401346 0.125046007 0.13386941 0.133939239 0.114778173
## demo$major1 0.011526431 -0.004945623 -0.01017924 -0.007218010 0.019181969
## demo$major2 0.024499537 -0.016292250 -0.02880287 -0.021284672 0.023713355
## demo$major3 0.013761532 -0.013013410 -0.02573836 -0.003177469 0.011997096
## demo$major4 -0.090401346 -0.055278565 -0.04296032 -0.038701143 -0.062146594
## demo$major5 -0.019825004 -0.012332065 -0.01236699 -0.030330988 -0.021557871
## demo$major6 0.028425055 0.031522969 0.03298056 0.024997938 0.026941360
## demo$major7 -0.008530001 0.025673192 0.03755916 0.046323919 -0.028176866
## demo$major8 0.002931796 0.019594918 0.02548990 0.012369034 -0.004846416
## 126 127 128 129 130
## (Intercept) 0.118258369 0.244771271 0.15304684 0.131395130 0.14209655
## demo$major1 0.015096294 0.024951736 0.02690446 -0.007770145 -0.01451022
## demo$major2 0.038054272 0.033591872 0.01736333 -0.033099749 -0.04142453
## demo$major3 0.026374044 0.028500857 0.03087132 -0.011100515 -0.02586827
## demo$major4 -0.065626790 0.005228729 -0.01018970 -0.040486039 -0.03098544
## demo$major5 -0.002225835 -0.011984249 -0.02756648 -0.021102243 -0.01487993
## demo$major6 0.021945526 0.002335570 0.01343449 0.032011894 0.03303438
## demo$major7 -0.061068826 -0.073342699 -0.05920520 0.040033442 0.04905490
## demo$major8 -0.007937021 -0.030725481 -0.02149268 0.020399166 0.02760788
## 131 132 133 134 135
## (Intercept) 0.102241210 0.146188379 0.308656862 0.131886886 0.122899843
## demo$major1 0.012107831 0.008022752 0.012689471 -0.003941536 -0.005207992
## demo$major2 0.016696383 -0.012968125 0.028898256 -0.026200960 -0.014737627
## demo$major3 0.021666611 0.021287143 0.013848227 0.005086064 -0.011137425
## demo$major4 -0.076600184 -0.017983251 0.024676471 -0.036648791 -0.053132402
## demo$major5 -0.032920141 -0.028394070 0.007919265 -0.037093023 -0.016185227
## demo$major6 0.021768861 0.017814309 -0.012184310 0.024411721 0.030467418
## demo$major7 0.009727902 -0.007192240 -0.050415104 0.048376272 0.027819356
## demo$major8 -0.004291329 -0.003871358 -0.025708864 0.008486259 0.017828478
## 136 137 138 139 140
## (Intercept) 0.14209655 0.14209655 0.090401346 0.126560916 0.13125820
## demo$major1 -0.01451022 -0.01451022 0.011526431 0.016911206 -0.01116454
## demo$major2 -0.04142453 -0.04142453 0.024499537 0.017003664 -0.02688379
## demo$major3 -0.02586827 -0.02586827 0.013761532 0.030634170 -0.01717476
## demo$major4 -0.03098544 -0.03098544 -0.090401346 -0.045479835 -0.04034911
## demo$major5 -0.01487993 -0.01487993 -0.019825004 -0.030608921 -0.01838976
## demo$major6 0.03303438 0.03303438 0.028425055 0.014790036 0.03154183
## demo$major7 0.04905490 0.04905490 -0.008530001 -0.007946197 0.04017037
## demo$major8 0.02760788 0.02760788 0.002931796 -0.021631088 0.02238624
## 141 142 143 144 145
## (Intercept) 0.13670546 0.15192564 0.125046007 0.16307010 0.208497117
## demo$major1 0.02374071 0.01561717 -0.004945623 0.01943809 0.024258453
## demo$major2 0.01974026 0.02352504 -0.016292250 0.01574343 0.031693384
## demo$major3 0.03357544 0.02820747 -0.013013410 0.03105215 0.026039511
## demo$major4 -0.02559435 -0.04081453 -0.055278565 -0.02021295 0.003624095
## demo$major5 -0.02624389 -0.02118946 -0.012332065 -0.02035937 -0.013699166
## demo$major6 0.01584103 0.01183947 0.031522969 0.01249798 0.003825932
## demo$major7 -0.04479370 -0.03060212 0.025673192 -0.03697039 -0.076127818
## demo$major8 -0.02417499 -0.01509858 0.019594918 -0.02306226 -0.022682086
## 146 147 148 149 150
## (Intercept) 0.1132071289 0.090401346 0.308656862 0.453918562 0.214575935
## demo$major1 0.0075577733 0.011526431 0.012689471 0.006139235 0.011864025
## demo$major2 0.0010122644 0.024499537 0.028898256 0.029642232 0.026810705
## demo$major3 0.0129954733 0.013761532 0.013848227 0.016271494 -0.005101772
## demo$major4 -0.0632071289 -0.090401346 0.024676471 0.027562920 -0.038105347
## demo$major5 -0.0328708181 -0.019825004 0.007919265 0.012396651 -0.007947611
## demo$major6 0.0226759142 0.028425055 -0.012184310 -0.023893607 0.013067372
## demo$major7 0.0227577834 -0.008530001 -0.050415104 -0.038266388 -0.020825935
## demo$major8 0.0003924446 0.002931796 -0.025708864 -0.015427489 -0.002235994
## 151 152 153 154 155
## (Intercept) 0.116408868 0.14209655 0.120800404 0.14165356 0.123006416
## demo$major1 0.008184919 -0.01451022 0.010039942 0.02249781 0.002437173
## demo$major2 0.005136533 -0.04142453 0.005199419 0.03330238 -0.013507770
## demo$major3 0.001390373 -0.02586827 0.032704592 0.03815115 0.011929854
## demo$major4 -0.066408868 -0.03098544 -0.043877327 -0.03054245 -0.049835684
## demo$major5 -0.025884908 -0.01487993 -0.026983544 -0.01067907 -0.035196671
## demo$major6 0.026385703 0.03303438 0.018743214 0.01568809 0.023069602
## demo$major7 0.019556045 0.04905490 -0.008831292 -0.08099179 0.035690743
## demo$major8 0.001736597 0.02760788 -0.011444500 -0.01820002 0.003363278
## 156 157 158 159 160
## (Intercept) 0.14209655 0.14209655 0.14209655 0.102241210 0.12322820
## demo$major1 -0.01451022 -0.01451022 -0.01451022 0.012107831 0.02293702
## demo$major2 -0.04142453 -0.04142453 -0.04142453 0.016696383 0.02827289
## demo$major3 -0.02586827 -0.02586827 -0.02586827 0.021666611 0.02475029
## demo$major4 -0.03098544 -0.03098544 -0.03098544 -0.076600184 -0.04214712
## demo$major5 -0.01487993 -0.01487993 -0.01487993 -0.032920141 -0.01230377
## demo$major6 0.03303438 0.03303438 0.03303438 0.021768861 0.02334307
## demo$major7 0.04905490 0.04905490 0.04905490 0.009727902 -0.06348794
## demo$major8 0.02760788 0.02760788 0.02760788 -0.004291329 -0.01583392
## 161 162 163 164 165
## (Intercept) 0.097970077 0.090401346 0.123040908 0.12518355 0.14209655
## demo$major1 0.014945162 0.011526431 -0.001742422 0.01842210 -0.01451022
## demo$major2 0.028904024 0.024499537 -0.021089872 0.01884789 -0.04142453
## demo$major3 0.025937744 0.013761532 -0.004929284 0.03201154 -0.02586827
## demo$major4 -0.072329051 -0.090401346 -0.053273467 -0.04410246 -0.03098544
## demo$major5 -0.011072124 -0.019825004 -0.018951531 -0.02551590 -0.01487993
## demo$major6 0.025114888 0.028425055 0.030947792 0.01600944 0.03303438
## demo$major7 -0.041599420 -0.008530001 0.027678291 -0.03687186 0.04905490
## demo$major8 -0.007301933 0.002931796 0.015797054 -0.01230909 0.02760788
## 166 167 168 169 170
## (Intercept) 0.111106544 0.1107300530 0.100387998 0.131395130 0.100770484
## demo$major1 0.002051077 0.0005639035 0.004768799 -0.007770145 0.006291991
## demo$major2 -0.005420618 -0.0042866663 0.010553649 -0.033099749 0.009377512
## demo$major3 0.004633671 -0.0012010184 0.006717953 -0.011100515 0.012684673
## demo$major4 -0.063487496 -0.0631110054 -0.075997754 -0.040486039 -0.076380240
## demo$major5 -0.022661887 -0.0223558684 -0.022179492 -0.021102243 -0.022488150
## demo$major6 0.029307331 0.0302974050 0.029680685 0.032011894 0.028669894
## demo$major7 0.017840825 0.0182173154 0.005641108 0.040033442 0.005258622
## demo$major8 0.010041012 0.0123498696 0.008203746 0.020399166 0.005844975
## 171 172 173 174 175
## (Intercept) 0.12518355 0.205842008 0.1770295094 0.097970077 0.308656862
## demo$major1 0.01842210 0.025359794 0.0272195360 0.014945162 0.012689471
## demo$major2 0.01884789 0.023359482 0.0272425133 0.028904024 0.028898256
## demo$major3 0.03201154 0.028287620 0.0313108668 0.025937744 0.013848227
## demo$major4 -0.04410246 0.006279204 -0.0005589211 -0.072329051 0.024676471
## demo$major5 -0.02551590 -0.011044058 -0.0179331319 -0.011072124 0.007919265
## demo$major6 0.01600944 0.004713655 0.0093268911 0.025114888 -0.012184310
## demo$major7 -0.03687186 -0.073472709 -0.0811961760 -0.041599420 -0.050415104
## demo$major8 -0.01230909 -0.023914785 -0.0224474065 -0.007301933 -0.025708864
## 176 177 178 179 180
## (Intercept) 0.178624766 0.308656862 0.308656862 0.143513833 0.090401346
## demo$major1 0.010480410 0.012689471 0.012689471 0.022921740 0.011526431
## demo$major2 0.009117335 0.028898256 0.028898256 0.012931884 0.024499537
## demo$major3 0.025349698 0.013848227 0.013848227 0.017243261 0.013761532
## demo$major4 -0.035767623 0.024676471 0.024676471 -0.032402721 -0.090401346
## demo$major5 -0.018936918 0.007919265 0.007919265 -0.036973832 -0.019825004
## demo$major6 0.007380794 -0.012184310 -0.012184310 0.017629796 0.028425055
## demo$major7 0.010036036 -0.050415104 -0.050415104 -0.022190303 -0.008530001
## demo$major8 -0.021979898 -0.025708864 -0.025708864 -0.009762768 0.002931796
## 181 182 183 184 185
## (Intercept) 0.13125820 0.104223455 0.13335510 0.203400649 0.13386941
## demo$major1 -0.01116454 0.014179990 -0.01090328 0.013495814 -0.01017924
## demo$major2 -0.02688379 0.022650646 -0.02841520 0.029886564 -0.02880287
## demo$major3 -0.01717476 0.011026357 -0.01901287 0.025725819 -0.02573836
## demo$major4 -0.04034911 -0.078582429 -0.04244601 -0.026930061 -0.04296032
## demo$major5 -0.01838976 -0.020929106 -0.01461948 -0.004904900 -0.01236699
## demo$major6 0.03154183 0.026746130 0.03257642 0.003380779 0.03298056
## demo$major7 0.04017037 -0.020825771 0.03807347 -0.042983983 0.03755916
## demo$major8 0.02238624 0.005881611 0.02411576 -0.017166326 0.02548990
## 186 187 188 189 190
## (Intercept) 0.13528625 0.1158938110 0.277848970 0.13335510 0.14209655
## demo$major1 0.02530207 -0.0002039146 0.019721316 -0.01090328 -0.01451022
## demo$major2 0.02165421 -0.0024817831 0.029260540 -0.02841520 -0.04142453
## demo$major3 0.03499465 -0.0125759565 0.025303689 -0.01901287 -0.02586827
## demo$major4 -0.02417514 -0.0682747633 0.012473611 -0.04244601 -0.03098544
## demo$major5 -0.02100214 -0.0096111978 -0.004556253 -0.01461948 -0.01487993
## demo$major6 0.01709282 0.0313975861 -0.002148759 0.03257642 0.03303438
## demo$major7 -0.07462449 0.0130535575 -0.064566722 0.03807347 0.04905490
## demo$major8 -0.01456026 0.0171657288 -0.029381971 0.02411576 0.02760788
## 191 192 193 194 195
## (Intercept) 0.128021794 0.090401346 0.14209655 0.13125820 0.090401346
## demo$major1 0.021730393 0.011526431 -0.01451022 -0.01116454 0.011526431
## demo$major2 0.041406465 0.024499537 -0.04142453 -0.02688379 0.024499537
## demo$major3 0.029173291 0.013761532 -0.02586827 -0.01717476 0.013761532
## demo$major4 -0.046940713 -0.090401346 -0.03098544 -0.04034911 -0.090401346
## demo$major5 0.002801545 -0.019825004 -0.01487993 -0.01838976 -0.019825004
## demo$major6 0.023200504 0.028425055 0.03303438 0.03154183 0.028425055
## demo$major7 -0.098584565 -0.008530001 0.04905490 0.04017037 -0.008530001
## demo$major8 -0.010038566 0.002931796 0.02760788 0.02238624 0.002931796
## 196 197 198 199 200
## (Intercept) 0.1101929276 0.119998631 0.2394063692 0.099108951 0.14209655
## demo$major1 -0.0001942693 -0.004198322 0.0192402742 0.017773181 -0.01451022
## demo$major2 -0.0038875671 -0.018047595 0.0275282016 0.027347439 -0.04142453
## demo$major3 0.0058296135 -0.001887007 0.0228767478 0.016140861 -0.02586827
## demo$major4 -0.0625738800 -0.050231189 0.0105936308 -0.073467926 -0.03098544
## demo$major5 -0.0247047459 -0.024801071 -0.0066193476 -0.015613951 -0.01487993
## demo$major6 0.0298707242 0.030447306 -0.0004419689 0.029836678 0.03303438
## demo$major7 0.0187544408 0.030720568 -0.0679777977 -0.042738295 0.04905490
## demo$major8 0.0109128991 0.014886762 -0.0211181555 0.001170702 0.02760788
## 201 202 203 204 205
## (Intercept) 0.090401346 0.14209655 0.1101929276 0.122144795 0.15304684
## demo$major1 0.011526431 -0.01451022 -0.0001942693 -0.003935953 0.02690446
## demo$major2 0.024499537 -0.04142453 -0.0038875671 -0.019602218 0.01736333
## demo$major3 0.013761532 -0.02586827 0.0058296135 -0.003762991 0.03087132
## demo$major4 -0.090401346 -0.03098544 -0.0625738800 -0.052377353 -0.01018970
## demo$major5 -0.019825004 -0.01487993 -0.0247047459 -0.020947909 -0.02756648
## demo$major6 0.028425055 0.03303438 0.0298707242 0.031502857 0.01343449
## demo$major7 -0.008530001 0.04905490 0.0187544408 0.028574405 -0.05920520
## demo$major8 0.002931796 0.02760788 0.0109128991 0.016653202 -0.02149268
## 206 207 208 209 210
## (Intercept) 0.571328546 0.107012219 0.14318159 0.100387998 0.097970077
## demo$major1 0.006887458 0.021427924 -0.01104702 0.004768799 0.014945162
## demo$major2 0.029327913 0.031920567 -0.03501937 0.010553649 0.028904024
## demo$major3 0.017924280 0.028691622 -0.01070344 0.006717953 0.025937744
## demo$major4 0.028671454 -0.054380640 -0.02690252 -0.075997754 -0.072329051
## demo$major5 0.015568200 -0.006473621 -0.03026542 -0.022179492 -0.011072124
## demo$major6 -0.032103568 0.026449394 0.02569778 0.029680685 0.025114888
## demo$major7 -0.026815088 -0.077600454 0.05756888 0.005641108 -0.041599420
## demo$major8 -0.016624706 -0.009368855 0.01631062 0.008203746 -0.007301933
## 211 212 213 214 215
## (Intercept) 0.090401346 0.105524103 0.111106544 0.14209655 0.11024163
## demo$major1 0.011526431 0.012760865 0.002051077 -0.01451022 0.01558785
## demo$major2 0.024499537 0.020932287 -0.005420618 -0.04142453 0.02096915
## demo$major3 0.013761532 0.009725709 0.004633671 -0.02586827 0.03439079
## demo$major4 -0.090401346 -0.079883078 -0.063487496 -0.03098544 -0.05761005
## demo$major5 -0.019825004 -0.025748658 -0.022661887 -0.01487993 -0.02426524
## demo$major6 0.028425055 0.025586813 0.029307331 0.03303438 0.01814606
## demo$major7 -0.008530001 0.006445009 0.017840825 0.04905490 -0.02364032
## demo$major8 0.002931796 -0.002905500 0.010041012 0.02760788 -0.01499345
## 216 217 218 219 220
## (Intercept) 0.510861009 0.104223455 0.090401346 0.124725817 0.119998631
## demo$major1 0.009097457 0.014179990 0.011526431 -0.002439202 -0.004198322
## demo$major2 0.028952601 0.022650646 0.024499537 -0.007290664 -0.018047595
## demo$major3 0.016455332 0.011026357 0.013761532 -0.002487960 -0.001887007
## demo$major4 0.027600530 -0.078582429 -0.090401346 -0.051555086 -0.050231189
## demo$major5 0.013333686 -0.020929106 -0.019825004 -0.027977160 -0.024801071
## demo$major6 -0.027394276 0.026746130 0.028425055 0.024678065 0.030447306
## demo$major7 -0.033588282 -0.020825771 -0.008530001 0.033971341 0.030720568
## demo$major8 -0.021832681 0.005881611 0.002931796 0.009693621 0.014886762
## 221 222 223 224 225
## (Intercept) 0.14228196 0.14209655 0.14209655 0.45299904 0.23916479
## demo$major1 0.01982176 -0.01451022 -0.01451022 0.00907083 0.02214904
## demo$major2 0.01465850 -0.04142453 -0.04142453 0.03056176 0.02776978
## demo$major3 0.02799894 -0.02586827 -0.02586827 0.01719102 0.02267877
## demo$major4 -0.03117085 -0.03098544 -0.03098544 0.02848244 0.01083521
## demo$major5 -0.03205870 -0.01487993 -0.01487993 0.01331617 -0.00637777
## demo$major6 0.01245841 0.03303438 0.03303438 -0.02357012 -0.00120991
## demo$major7 -0.02095843 0.04905490 0.04905490 -0.03734686 -0.06773622
## demo$major8 -0.01901301 0.02760788 0.02760788 -0.02419972 -0.02409719
## 226 227 228 229 230
## (Intercept) 0.102241210 0.122144795 0.1127824056 0.122144795 0.119998631
## demo$major1 0.012107831 -0.003935953 -0.0027125703 -0.003935953 -0.004198322
## demo$major2 0.016696383 -0.019602218 0.0006296222 -0.019602218 -0.018047595
## demo$major3 0.021666611 -0.003762991 -0.0094645512 -0.003762991 -0.001887007
## demo$major4 -0.076600184 -0.052377353 -0.0651633580 -0.052377353 -0.050231189
## demo$major5 -0.032920141 -0.020947909 -0.0155938337 -0.020947909 -0.024801071
## demo$major6 0.021768861 0.031502857 0.0308836220 0.031502857 0.030447306
## demo$major7 0.009727902 0.028574405 0.0161649628 0.028574405 0.030720568
## demo$major8 -0.004291329 0.016653202 0.0162326447 0.016653202 0.014886762
## 231 232 233 234 235
## (Intercept) 0.271999959 0.122529200 0.175178124 0.112475249 0.308656862
## demo$major1 0.016784392 -0.006660811 0.015050040 0.013323040 0.012689471
## demo$major2 0.023204789 -0.013643290 0.022768059 0.009751641 0.028898256
## demo$major3 0.019247938 -0.016845809 0.028444475 0.005633206 0.013848227
## demo$major4 0.018322621 -0.052761758 -0.032320981 -0.062475249 0.024676471
## demo$major5 0.001292758 -0.015881924 -0.015490276 -0.011898947 0.007919265
## demo$major6 -0.005879371 0.031437593 0.006867023 0.031644968 -0.012184310
## demo$major7 -0.058717712 0.028189999 -0.018775387 -0.030603904 -0.050415104
## demo$major8 -0.022421595 0.020089480 -0.024170719 0.007588382 -0.025708864
## 236 237 238 239 240
## (Intercept) 0.090401346 0.090401346 0.121850831 0.11024163 0.13135451
## demo$major1 0.011526431 0.011526431 0.024447922 0.01558785 0.01570458
## demo$major2 0.024499537 0.024499537 0.030117111 0.02096915 0.03013724
## demo$major3 0.013761532 0.013761532 0.026127665 0.03439079 0.03505717
## demo$major4 -0.090401346 -0.090401346 -0.040769750 -0.05761005 -0.05027343
## demo$major5 -0.019825004 -0.019825004 -0.007210753 -0.02426524 -0.01550360
## demo$major6 0.028425055 0.028425055 0.024562469 0.01814606 0.01464747
## demo$major7 -0.008530001 -0.008530001 -0.092413601 -0.02364032 -0.04304282
## demo$major8 0.002931796 0.002931796 -0.006511922 -0.01499345 -0.01583573
## 241 242 243 244 245
## (Intercept) 0.090401346 0.13439051 0.1158938110 0.14209655 0.308656862
## demo$major1 0.011526431 0.01377772 -0.0002039146 -0.01451022 0.012689471
## demo$major2 0.024499537 0.01757743 -0.0024817831 -0.04142453 0.028898256
## demo$major3 0.013761532 0.03202116 -0.0125759565 -0.02586827 0.013848227
## demo$major4 -0.090401346 -0.05330943 -0.0682747633 -0.03098544 0.024676471
## demo$major5 -0.019825004 -0.01853961 -0.0096111978 -0.01487993 0.007919265
## demo$major6 0.028425055 0.01447198 0.0313975861 0.03303438 -0.012184310
## demo$major7 -0.008530001 -0.01577579 0.0130535575 0.04905490 -0.050415104
## demo$major8 0.002931796 -0.01629659 0.0171657288 0.02760788 -0.025708864
## 246 247 248 249 250
## (Intercept) 0.180363603 0.097970077 0.119998631 0.090401346 0.14209655
## demo$major1 0.025150742 0.014945162 -0.004198322 0.011526431 -0.01451022
## demo$major2 0.013326409 0.028904024 -0.018047595 0.024499537 -0.04142453
## demo$major3 0.027976773 0.025937744 -0.001887007 0.013761532 -0.02586827
## demo$major4 -0.003893015 -0.072329051 -0.050231189 -0.090401346 -0.03098544
## demo$major5 -0.021267226 -0.011072124 -0.024801071 -0.019825004 -0.01487993
## demo$major6 0.009154052 0.025114888 0.030447306 0.028425055 0.03303438
## demo$major7 -0.051196937 -0.041599420 0.030720568 -0.008530001 0.04905490
## demo$major8 -0.022952532 -0.007301933 0.014886762 0.002931796 0.02760788
## 251 252 253 254 255
## (Intercept) 0.097970077 0.124723180 0.161812836 0.100387998 0.102241210
## demo$major1 0.014945162 0.010165908 0.026401504 0.004768799 0.012107831
## demo$major2 0.028904024 0.008535931 0.036133347 0.010553649 0.016696383
## demo$major3 0.025937744 0.006510648 0.022105329 0.006717953 0.021666611
## demo$major4 -0.072329051 -0.047800103 -0.018955693 -0.075997754 -0.076600184
## demo$major5 -0.011072124 -0.021786568 -0.003488704 -0.022179492 -0.032920141
## demo$major6 0.025114888 0.024552427 0.017591971 0.029680685 0.021768861
## demo$major7 -0.041599420 -0.012754068 -0.100229258 0.005641108 0.009727902
## demo$major8 -0.007301933 0.002732846 -0.013744500 0.008203746 -0.004291329
## 256 257 258 259 260
## (Intercept) 0.127760171 0.100770484 0.101319792 0.113304333 0.1158938110
## demo$major1 0.019914927 0.006291991 0.007068467 0.002314386 -0.0002039146
## demo$major2 0.015337556 0.009377512 0.008972505 -0.006998972 -0.0024817831
## demo$major3 0.020218324 0.012684673 0.005490847 0.002718208 -0.0125759565
## demo$major4 -0.046679090 -0.076380240 -0.076929548 -0.065685285 -0.0682747633
## demo$major5 -0.035393045 -0.022488150 -0.020087940 -0.018722110 -0.0096111978
## demo$major6 0.019802325 0.028669894 0.029108793 0.030384688 0.0313975861
## demo$major7 -0.009145453 0.005258622 0.004709314 0.015643036 0.0130535575
## demo$major8 -0.012655476 0.005844975 0.007315563 0.011845983 0.0171657288
## 261 262 263 264 265
## (Intercept) 0.090401346 0.13670546 0.11977006 0.571328546 0.571328546
## demo$major1 0.011526431 0.02374071 0.02222612 0.006887458 0.006887458
## demo$major2 0.024499537 0.01974026 0.02379452 0.029327913 0.029327913
## demo$major3 0.013761532 0.03357544 0.03742502 0.017924280 0.017924280
## demo$major4 -0.090401346 -0.02559435 -0.03868898 0.028671454 0.028671454
## demo$major5 -0.019825004 -0.02624389 -0.01987776 0.015568200 0.015568200
## demo$major6 0.028425055 0.01584103 0.01928874 -0.032103568 -0.032103568
## demo$major7 -0.008530001 -0.04479370 -0.06002980 -0.026815088 -0.026815088
## demo$major8 0.002931796 -0.02417499 -0.01731137 -0.016624706 -0.016624706
## 266 267 268 269 270
## (Intercept) 0.14209655 0.15304684 0.122003730 0.173714472 0.090401346
## demo$major1 -0.01451022 0.02690446 -0.007401523 0.016665334 0.011526431
## demo$major2 -0.04142453 0.01736333 -0.013249972 0.024756921 0.024499537
## demo$major3 -0.02586827 0.03087132 -0.009971133 0.029908127 0.013761532
## demo$major4 -0.03098544 -0.01018970 -0.052236288 -0.030857329 -0.090401346
## demo$major5 -0.01487993 -0.02756648 -0.018181604 -0.010090837 -0.019825004
## demo$major6 0.03303438 0.01343449 0.031022483 0.008152929 0.028425055
## demo$major7 0.04905490 -0.05920520 0.028715470 -0.049569799 -0.008530001
## demo$major8 0.02760788 -0.02149268 0.018684626 -0.014244195 0.002931796
## 271 272 273 274 275
## (Intercept) 0.090401346 0.090401346 0.1388126105 0.122153934 0.13135451
## demo$major1 0.011526431 0.011526431 0.0017374610 0.004429279 0.01570458
## demo$major2 0.024499537 0.024499537 0.0030990845 0.001630426 0.03013724
## demo$major3 0.013761532 0.013761532 -0.0003395785 -0.001730135 0.03505717
## demo$major4 -0.090401346 -0.090401346 -0.0618895336 -0.048983202 -0.05027343
## demo$major5 -0.019825004 -0.019825004 -0.0229700138 -0.011874933 -0.01550360
## demo$major6 0.028425055 0.028425055 0.0243923170 0.031302022 0.01464747
## demo$major7 -0.008530001 -0.008530001 0.0287549571 -0.016124828 -0.04304282
## demo$major8 0.002931796 0.002931796 0.0041991830 0.012498501 -0.01583573
## 276 277 278 279 280
## (Intercept) 0.116408868 0.090401346 0.1136960218 0.100387998 0.308656862
## demo$major1 0.008184919 0.011526431 -0.0004672239 0.004768799 0.012689471
## demo$major2 0.005136533 0.024499537 -0.0009034287 0.010553649 0.028898256
## demo$major3 0.001390373 0.013761532 -0.0106604937 0.006717953 0.013848227
## demo$major4 -0.066408868 -0.090401346 -0.0660769742 -0.075997754 0.024676471
## demo$major5 -0.025884908 -0.019825004 -0.0135509748 -0.022179492 0.007919265
## demo$major6 0.026385703 0.028425055 0.0303202283 0.029680685 -0.012184310
## demo$major7 0.019556045 -0.008530001 0.0152513466 0.005641108 -0.050415104
## demo$major8 0.001736597 0.002931796 0.0153607574 0.008203746 -0.025708864
## 281 282 283 284 285
## (Intercept) 0.090401346 0.119998631 0.15304684 0.1220746216 0.14209655
## demo$major1 0.011526431 -0.004198322 0.02690446 0.0001375039 -0.01451022
## demo$major2 0.024499537 -0.018047595 0.01736333 -0.0119266251 -0.04142453
## demo$major3 0.013761532 -0.001887007 0.03087132 0.0131569607 -0.02586827
## demo$major4 -0.090401346 -0.050231189 -0.01018970 -0.0489038899 -0.03098544
## demo$major5 -0.019825004 -0.024801071 -0.02756648 -0.0372882226 -0.01487993
## demo$major6 0.028425055 0.030447306 0.01343449 0.0236414939 0.03303438
## demo$major7 -0.008530001 0.030720568 -0.05920520 0.0366225371 0.04905490
## demo$major8 0.002931796 0.014886762 -0.02149268 0.0042514613 0.02760788
## 286 287 288 289 290
## (Intercept) 0.15192564 0.121850831 0.101319792 0.12864168 0.160426675
## demo$major1 0.01561717 0.024447922 0.007068467 0.01913301 0.015117610
## demo$major2 0.02352504 0.030117111 0.008972505 0.02332626 0.041697501
## demo$major3 0.02820747 0.026127665 0.005490847 0.01933681 0.019706444
## demo$major4 -0.04081453 -0.040769750 -0.076929548 -0.04756060 -0.049315564
## demo$major5 -0.02118946 -0.007210753 -0.020087940 -0.01794191 0.002168121
## demo$major6 0.01183947 0.024562469 0.029108793 0.02006377 0.015870363
## demo$major7 -0.03060212 -0.092413601 0.004709314 -0.04033000 -0.070353146
## demo$major8 -0.01509858 -0.006511922 0.007315563 -0.01083164 -0.007595641
## 291 292 293 294 295
## (Intercept) 0.14209655 0.1101929276 0.14209655 0.107012219 0.090401346
## demo$major1 -0.01451022 -0.0001942693 -0.01451022 0.021427924 0.011526431
## demo$major2 -0.04142453 -0.0038875671 -0.04142453 0.031920567 0.024499537
## demo$major3 -0.02586827 0.0058296135 -0.02586827 0.028691622 0.013761532
## demo$major4 -0.03098544 -0.0625738800 -0.03098544 -0.054380640 -0.090401346
## demo$major5 -0.01487993 -0.0247047459 -0.01487993 -0.006473621 -0.019825004
## demo$major6 0.03303438 0.0298707242 0.03303438 0.026449394 0.028425055
## demo$major7 0.04905490 0.0187544408 0.04905490 -0.077600454 -0.008530001
## demo$major8 0.02760788 0.0109128991 0.02760788 -0.009368855 0.002931796
## 296 297 298 299 300
## (Intercept) 0.148833831 0.13386941 0.401397641 0.143787282 0.14209655
## demo$major1 -0.009484484 -0.01017924 0.009102891 0.024802516 -0.01451022
## demo$major2 -0.033145200 -0.02880287 0.029984737 0.039826669 -0.04142453
## demo$major3 -0.030156716 -0.02573836 0.015918376 0.026493621 -0.02586827
## demo$major4 -0.032554762 -0.04296032 0.027173788 -0.032676171 -0.03098544
## demo$major5 -0.017629761 -0.01236699 0.011318950 0.002355436 -0.01487993
## demo$major6 0.030587582 0.03298056 -0.019844063 0.021123711 0.03303438
## demo$major7 0.051916638 0.03755916 -0.042423282 -0.114375517 0.04905490
## demo$major8 0.020714839 0.02548990 -0.018867635 -0.007057321 0.02760788
## 301 302 303 304 305
## (Intercept) 0.14209655 0.154123574 0.105524103 0.131886886 0.130348558
## demo$major1 -0.01451022 0.014900504 0.012760865 -0.003941536 0.003189822
## demo$major2 -0.04142453 0.019638160 0.020932287 -0.026200960 -0.008558168
## demo$major3 -0.02586827 0.016485735 0.009725709 0.005086064 0.025005705
## demo$major4 -0.03098544 -0.043012463 -0.079883078 -0.036648791 -0.030348558
## demo$major5 -0.01487993 -0.012041703 -0.025748658 -0.037093023 -0.029236868
## demo$major6 0.03303438 0.016979154 0.025586813 0.024411721 0.020311992
## demo$major7 0.04905490 -0.032800045 0.006445009 0.048376272 0.005616355
## demo$major8 0.02760788 -0.009391128 -0.002905500 0.008486259 -0.005680778
## 306 307 308 309 310
## (Intercept) 0.1101929276 0.111106544 0.353215944 0.194777292 0.2738831638
## demo$major1 -0.0001942693 0.002051077 0.011164222 0.016887110 0.0154762408
## demo$major2 -0.0038875671 -0.005420618 0.029623381 0.029293331 0.0332263466
## demo$major3 0.0058296135 0.004633671 0.015006030 0.024145094 0.0178409237
## demo$major4 -0.0625738800 -0.063487496 0.026094401 -0.018306704 0.0164394168
## demo$major5 -0.0247047459 -0.022661887 0.009720191 -0.018144033 -0.0005904465
## demo$major6 0.0298707242 0.029307331 -0.015379365 0.003730657 -0.0062360804
## demo$major7 0.0187544408 0.017840825 -0.046549277 -0.034360626 -0.0606009161
## demo$major8 0.0109128991 0.010041012 -0.022373347 -0.023031146 -0.0243384600
## 311 312
## (Intercept) 0.114778173 0.11024163
## demo$major1 0.019181969 0.01558785
## demo$major2 0.023713355 0.02096915
## demo$major3 0.011997096 0.03439079
## demo$major4 -0.062146594 -0.05761005
## demo$major5 -0.021557871 -0.02426524
## demo$major6 0.026941360 0.01814606
## demo$major7 -0.028176866 -0.02364032
## demo$major8 -0.004846416 -0.01499345
##
## $f.perms
## [,1]
## [1,] 0.4919012
## [2,] 0.8825268
## [3,] 1.8634868
## [4,] 1.8466305
## [5,] 0.7364049
## [6,] 0.9425374
## [7,] 0.4979132
## [8,] 1.5971971
## [9,] 1.0295093
## [10,] 0.7505604
## [11,] 0.6817733
## [12,] 1.0251752
## [13,] 1.4644297
## [14,] 0.6009489
## [15,] 0.5373722
## [16,] 1.2287790
## [17,] 0.8766478
## [18,] 1.0573459
## [19,] 0.7195296
## [20,] 0.5005509
## [21,] 0.8009167
## [22,] 0.7968596
## [23,] 1.0384139
## [24,] 1.1501001
## [25,] 0.3964042
## [26,] 0.4209772
## [27,] 0.8623082
## [28,] 0.9176762
## [29,] 0.7767485
## [30,] 0.9835525
## [31,] 0.3612500
## [32,] 1.3282111
## [33,] 1.1319180
## [34,] 1.3170110
## [35,] 0.9562040
## [36,] 0.5112706
## [37,] 0.6050563
## [38,] 2.3666939
## [39,] 1.7354153
## [40,] 1.1179528
## [41,] 0.4932754
## [42,] 0.8311786
## [43,] 1.1552558
## [44,] 0.7467305
## [45,] 0.9706678
## [46,] 0.3754159
## [47,] 3.5828278
## [48,] 1.0725449
## [49,] 2.5394470
## [50,] 1.0468084
## [51,] 1.1571661
## [52,] 1.1798609
## [53,] 1.8452719
## [54,] 0.4767567
## [55,] 0.5640070
## [56,] 0.7916915
## [57,] 1.1148665
## [58,] 1.2556549
## [59,] 1.0414290
## [60,] 0.9728321
## [61,] 1.2112905
## [62,] 0.7949791
## [63,] 0.8568662
## [64,] 1.5056299
## [65,] 1.1338533
## [66,] 1.2288286
## [67,] 0.9751158
## [68,] 0.8184486
## [69,] 0.8965141
## [70,] 1.3026922
## [71,] 0.6188745
## [72,] 0.8851479
## [73,] 0.7334084
## [74,] 0.7215736
## [75,] 0.8382817
## [76,] 1.2414490
## [77,] 1.7447645
## [78,] 0.4592742
## [79,] 0.6615954
## [80,] 1.0876092
## [81,] 0.8169857
## [82,] 0.6730519
## [83,] 1.3586082
## [84,] 1.2924176
## [85,] 1.2204673
## [86,] 0.9469020
## [87,] 0.4583271
## [88,] 1.3561867
## [89,] 0.4735963
## [90,] 0.5876071
## [91,] 0.9960805
## [92,] 1.0913274
## [93,] 1.0867638
## [94,] 0.4076656
## [95,] 2.6562609
## [96,] 0.8160356
## [97,] 0.7376543
## [98,] 1.4076096
## [99,] 1.7777476
## [100,] 0.8807810
## [101,] 1.8662559
## [102,] 0.3801060
## [103,] 0.2815880
## [104,] 0.9234374
## [105,] 1.4952039
## [106,] 0.8936924
## [107,] 1.0374420
## [108,] 0.6025567
## [109,] 0.9480221
## [110,] 0.5912272
## [111,] 0.5348358
## [112,] 0.3366961
## [113,] 1.2405370
## [114,] 0.8182939
## [115,] 1.1979244
## [116,] 0.8480351
## [117,] 1.2722397
## [118,] 0.8110752
## [119,] 1.6273220
## [120,] 0.5308007
## [121,] 0.6084064
## [122,] 0.8577776
## [123,] 0.3615285
## [124,] 3.1928869
## [125,] 0.8894572
## [126,] 1.4122168
## [127,] 0.3992292
## [128,] 0.7355274
## [129,] 0.8353042
## [130,] 0.9100974
## [131,] 0.7406200
## [132,] 2.7230984
## [133,] 1.0358563
## [134,] 1.2907075
## [135,] 0.3246925
## [136,] 1.2510260
## [137,] 2.3278363
## [138,] 0.5731652
## [139,] 1.0526735
## [140,] 0.4801962
## [141,] 1.5416727
## [142,] 0.7773773
## [143,] 0.8782818
## [144,] 0.9736898
## [145,] 0.7304089
## [146,] 0.7181167
## [147,] 1.2042670
## [148,] 1.6519360
## [149,] 0.8139908
## [150,] 0.7217341
## [151,] 2.0334318
## [152,] 1.0953356
## [153,] 1.0062470
## [154,] 0.7815771
## [155,] 0.5292471
## [156,] 0.7209074
## [157,] 0.3509407
## [158,] 2.3589680
## [159,] 0.3715031
## [160,] 0.4106820
## [161,] 1.2028455
## [162,] 1.2769551
## [163,] 0.5486690
## [164,] 0.8581883
## [165,] 2.5720653
## [166,] 1.7197221
## [167,] 0.4157152
## [168,] 0.8254946
## [169,] 1.2808056
## [170,] 1.9676121
## [171,] 2.6665919
## [172,] 0.8245643
## [173,] 1.7566944
## [174,] 0.5880899
## [175,] 0.5888983
## [176,] 1.5263322
## [177,] 1.3428469
## [178,] 0.5564188
## [179,] 1.1684924
## [180,] 0.6987561
## [181,] 0.2616198
## [182,] 0.4942829
## [183,] 0.3954695
## [184,] 0.5780671
## [185,] 0.6208390
## [186,] 0.8534923
## [187,] 0.8698305
## [188,] 1.0908885
## [189,] 0.6839813
## [190,] 0.7957401
## [191,] 0.8261116
## [192,] 0.8791849
## [193,] 0.6498760
## [194,] 0.5225340
## [195,] 0.5678886
## [196,] 1.0811260
## [197,] 1.8608009
## [198,] 0.8334559
## [199,] 0.5010819
## [200,] 1.0113857
## [201,] 1.3352823
## [202,] 0.6876884
## [203,] 0.6744914
## [204,] 0.5868367
## [205,] 0.5593460
## [206,] 0.6367469
## [207,] 1.3776499
## [208,] 0.9236126
## [209,] 0.7756493
## [210,] 1.0192035
## [211,] 1.4167387
## [212,] 1.8770551
## [213,] 0.8519952
## [214,] 0.6500219
## [215,] 0.3044218
## [216,] 0.5306063
## [217,] 1.9957386
## [218,] 0.5214711
## [219,] 1.3267892
## [220,] 1.1751530
## [221,] 1.2985956
## [222,] 0.4986459
## [223,] 0.5991305
## [224,] 1.9855110
## [225,] 0.5651071
## [226,] 1.0107742
## [227,] 2.5084743
## [228,] 0.8420908
## [229,] 0.7612152
## [230,] 0.5849856
## [231,] 0.5569837
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## [905,] 0.8122382
## [906,] 0.7259493
## [907,] 0.5255592
## [908,] 0.4544047
## [909,] 0.7728041
## [910,] 0.3491145
## [911,] 1.2836197
## [912,] 0.4198518
## [913,] 0.5681773
## [914,] 1.1593769
## [915,] 0.8243419
## [916,] 1.1735959
## [917,] 1.2065217
## [918,] 0.3561404
## [919,] 0.7039725
## [920,] 1.1727097
## [921,] 0.3992088
## [922,] 1.1993217
## [923,] 1.0248339
## [924,] 0.7542900
## [925,] 1.0508924
## [926,] 0.8458030
## [927,] 1.5344989
## [928,] 0.6388993
## [929,] 0.6644165
## [930,] 0.4557280
## [931,] 0.7569010
## [932,] 1.4848389
## [933,] 0.7531184
## [934,] 0.5465428
## [935,] 1.0365509
## [936,] 1.9760735
## [937,] 0.8817407
## [938,] 0.5272681
## [939,] 0.4383219
## [940,] 0.7837920
## [941,] 0.6763045
## [942,] 0.5665383
## [943,] 3.2399939
## [944,] 1.8029255
## [945,] 0.6849620
## [946,] 0.6334316
## [947,] 0.8073757
## [948,] 1.4750993
## [949,] 1.8299817
## [950,] 1.1969602
## [951,] 0.6439848
## [952,] 0.8225544
## [953,] 1.6513382
## [954,] 0.4923320
## [955,] 0.6472173
## [956,] 0.8090069
## [957,] 0.3983010
## [958,] 1.2926944
## [959,] 1.4401969
## [960,] 1.1510207
## [961,] 1.3564358
## [962,] 1.0907375
## [963,] 1.3597660
## [964,] 0.3401287
## [965,] 2.5635939
## [966,] 1.5979028
## [967,] 1.9565331
## [968,] 0.5881357
## [969,] 1.3226720
## [970,] 0.8608906
## [971,] 1.2350171
## [972,] 1.2405490
## [973,] 2.0636754
## [974,] 0.9182107
## [975,] 2.3650665
## [976,] 1.5903082
## [977,] 1.0049820
## [978,] 0.8967720
## [979,] 0.8057625
## [980,] 0.9136755
## [981,] 0.5141398
## [982,] 2.4609874
## [983,] 0.7434307
## [984,] 0.5164019
## [985,] 0.9653236
## [986,] 0.6886056
## [987,] 1.2769712
## [988,] 0.8812234
## [989,] 0.5669879
## [990,] 0.4612297
## [991,] 1.0807136
## [992,] 0.2680478
## [993,] 0.9198140
## [994,] 1.1803835
## [995,] 1.0517648
## [996,] 1.5391395
## [997,] 1.0666417
## [998,] 0.3752940
## [999,] 0.6262472
##
## $model.matrix
## (Intercept) demo$major1 demo$major2 demo$major3 demo$major4 demo$major5
## 1 1 1 0 0 0 0
## 2 1 1 0 0 0 0
## 3 1 0 0 0 0 0
## 4 1 0 0 0 0 0
## 5 1 0 0 0 0 0
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## 9 1 0 0 0 0 0
## 10 1 1 0 0 0 0
## 11 1 -1 -1 -1 -1 -1
## 12 1 0 0 0 0 0
## 13 1 0 0 0 0 0
## 14 1 0 0 0 0 0
## 15 1 -1 -1 -1 -1 -1
## 16 1 0 0 1 0 0
## 17 1 0 0 0 0 0
## 18 1 0 0 0 0 1
## 19 1 1 0 0 0 0
## 20 1 0 0 0 0 0
## 21 1 0 0 0 0 0
## 22 1 0 0 0 0 0
## 23 1 0 0 0 0 0
## 24 1 1 0 0 0 0
## 25 1 0 0 0 0 0
## 26 1 0 0 0 0 0
## 27 1 0 0 0 0 0
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## 29 1 0 0 0 0 0
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## 32 1 0 0 0 0 0
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## 35 1 0 0 0 0 0
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## 37 1 0 0 0 0 0
## 38 1 0 0 0 0 0
## 39 1 0 0 0 0 0
## 40 1 0 0 0 0 0
## 41 1 0 1 0 0 0
## 42 1 0 1 0 0 0
## 43 1 0 0 0 0 0
## 44 1 0 0 0 0 0
## 45 1 0 0 0 0 0
## 46 1 0 0 0 0 1
## 47 1 0 0 0 0 0
## 48 1 0 0 0 0 0
## 49 1 0 0 0 0 0
## 50 1 0 0 0 0 0
## 51 1 0 0 0 0 0
## 52 1 0 0 0 0 0
## 53 1 1 0 0 0 0
## 54 1 -1 -1 -1 -1 -1
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## 56 1 0 0 0 0 0
## 57 1 0 0 0 0 0
## 58 1 -1 -1 -1 -1 -1
## 59 1 0 0 0 0 0
## 60 1 0 0 0 0 0
## 61 1 1 0 0 0 0
## 62 1 0 0 0 0 1
## 63 1 1 0 0 0 0
## 64 1 0 0 0 0 0
## 65 1 0 0 0 0 0
## 66 1 0 0 0 0 0
## 67 1 0 0 1 0 0
## 68 1 0 0 0 0 0
## 69 1 -1 -1 -1 -1 -1
## 70 1 0 0 0 0 0
## 71 1 1 0 0 0 0
## 72 1 0 0 0 0 0
## 73 1 0 0 0 0 0
## 74 1 0 0 0 0 0
## 75 1 0 0 0 0 0
## 76 1 0 0 0 0 0
## 77 1 1 0 0 0 0
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## 80 1 0 0 0 0 0
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## 84 1 0 0 0 0 1
## 85 1 0 0 0 0 0
## 86 1 0 0 0 0 0
## 87 1 -1 -1 -1 -1 -1
## 88 1 -1 -1 -1 -1 -1
## 89 1 1 0 0 0 0
## 90 1 0 0 0 0 1
## 91 1 -1 -1 -1 -1 -1
## 92 1 0 0 0 0 0
## 93 1 -1 -1 -1 -1 -1
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## 95 1 1 0 0 0 0
## 96 1 1 0 0 0 0
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## 98 1 0 0 0 0 0
## 99 1 -1 -1 -1 -1 -1
## 100 1 0 0 0 0 1
## 101 1 -1 -1 -1 -1 -1
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## 106 1 0 0 0 0 0
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## 118 1 0 0 0 0 0
## 119 1 0 0 0 0 0
## 120 1 0 0 0 0 0
## 121 1 0 0 0 0 0
## 122 1 1 0 0 0 0
## 123 1 1 0 0 0 0
## 124 1 -1 -1 -1 -1 -1
## 125 1 0 0 0 0 0
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## 127 1 0 0 0 0 0
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## 129 1 0 0 0 0 1
## 130 1 1 0 0 0 0
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## 133 1 1 0 0 0 0
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## 135 1 0 0 0 0 0
## 136 1 1 0 0 0 0
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## 138 1 1 0 0 0 0
## 139 1 0 0 0 0 0
## 140 1 0 0 0 0 0
## 141 1 -1 -1 -1 -1 -1
## 142 1 0 0 0 0 0
## 143 1 1 0 0 0 0
## 144 1 1 0 0 0 0
## 145 1 0 0 0 0 0
## 146 1 0 0 0 0 0
## 147 1 1 0 0 0 0
## 148 1 -1 -1 -1 -1 -1
## 149 1 1 0 0 0 0
## 150 1 0 0 1 0 0
## 151 1 0 0 0 0 0
## 152 1 1 0 0 0 0
## 153 1 0 0 0 0 0
## 154 1 1 0 0 0 0
## 155 1 -1 -1 -1 -1 -1
## 156 1 1 0 0 0 0
## 157 1 1 0 0 0 0
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## 170 1 1 0 0 0 0
## 171 1 0 0 0 0 0
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## 174 1 1 0 0 0 0
## 175 1 1 0 0 0 0
## 176 1 1 0 0 0 0
## 177 1 0 0 0 0 0
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## 179 1 -1 -1 -1 -1 -1
## 180 1 0 0 0 0 0
## 181 1 1 0 0 0 0
## 182 1 0 0 0 0 0
## 183 1 1 0 0 0 0
## 184 1 0 0 0 0 0
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## 186 1 0 0 0 0 0
## 187 1 0 0 0 0 0
## 188 1 0 0 0 0 0
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## 190 1 0 0 0 0 0
## 191 1 0 0 0 0 0
## 192 1 0 0 0 1 0
## 193 1 0 0 1 0 0
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## 226 1 0 0 0 0 0
## 227 1 0 0 0 0 0
## 228 1 -1 -1 -1 -1 -1
## 229 1 0 1 0 0 0
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## 231 1 0 0 0 0 0
## 232 1 1 0 0 0 0
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## 236 1 0 0 0 0 0
## 237 1 0 0 0 0 1
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## 239 1 0 0 0 0 0
## 240 1 0 0 0 0 0
## 241 1 0 0 0 0 0
## 242 1 0 0 0 0 0
## 243 1 0 0 0 0 0
## 244 1 1 0 0 0 0
## 245 1 1 0 0 0 0
## 246 1 1 0 0 0 0
## 247 1 0 0 0 0 0
## 248 1 0 0 0 0 0
## 249 1 0 0 0 0 0
## 250 1 1 0 0 0 0
## 251 1 -1 -1 -1 -1 -1
## 252 1 0 0 0 0 1
## 253 1 0 0 0 0 0
## 254 1 0 0 0 0 0
## 255 1 0 0 0 0 0
## 256 1 0 1 0 0 0
## 257 1 0 0 0 0 0
## 258 1 0 0 0 0 0
## 259 1 0 0 0 0 1
## 260 1 -1 -1 -1 -1 -1
## 261 1 1 0 0 0 0
## 262 1 -1 -1 -1 -1 -1
## 263 1 -1 -1 -1 -1 -1
## 264 1 0 0 0 0 0
## 265 1 0 0 0 0 0
## 266 1 0 0 0 0 0
## 267 1 0 0 0 0 0
## 268 1 0 0 0 0 0
## 269 1 0 0 0 0 0
## 270 1 0 0 0 0 0
## 271 1 0 0 0 0 0
## 272 1 0 0 0 0 0
## 273 1 0 0 0 0 0
## 274 1 1 0 0 0 0
## 275 1 1 0 0 0 0
## 276 1 0 0 0 0 1
## 277 1 1 0 0 0 0
## 278 1 0 0 1 0 0
## 279 1 0 0 0 0 0
## 280 1 1 0 0 0 0
## 281 1 0 0 0 0 0
## 282 1 1 0 0 0 0
## 283 1 0 0 0 0 1
## 284 1 0 0 0 0 0
## 285 1 -1 -1 -1 -1 -1
## 286 1 0 0 0 0 0
## 287 1 0 0 0 0 0
## 288 1 0 0 0 0 0
## 289 1 0 0 0 0 0
## 290 1 1 0 0 0 0
## 291 1 0 0 0 0 0
## 292 1 1 0 0 0 0
## 293 1 1 0 0 0 0
## 294 1 0 0 0 0 0
## 295 1 1 0 0 0 0
## 296 1 0 0 0 0 0
## 297 1 0 0 1 0 0
## 298 1 0 0 0 0 0
## 299 1 0 0 0 0 0
## 300 1 1 0 0 0 0
## 301 1 1 0 0 0 0
## 302 1 -1 -1 -1 -1 -1
## 303 1 1 0 0 0 0
## 304 1 0 0 0 0 0
## 305 1 0 0 0 0 0
## 306 1 1 0 0 0 0
## 307 1 0 0 0 0 0
## 308 1 -1 -1 -1 -1 -1
## 309 1 0 0 0 0 0
## 310 1 1 0 0 0 0
## 311 1 0 0 0 0 0
## 312 1 1 0 0 0 0
## demo$major6 demo$major7 demo$major8
## 1 0 0 0
## 2 0 0 0
## 3 1 0 0
## 4 1 0 0
## 5 1 0 0
## 6 1 0 0
## 7 1 0 0
## 8 1 0 0
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## 11 -1 -1 -1
## 12 1 0 0
## 13 1 0 0
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## 16 0 0 0
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## 35 1 0 0
## 36 0 0 0
## 37 0 0 1
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## 40 1 0 0
## 41 0 0 0
## 42 0 0 0
## 43 1 0 0
## 44 0 0 1
## 45 1 0 0
## 46 0 0 0
## 47 1 0 0
## 48 1 0 0
## 49 1 0 0
## 50 1 0 0
## 51 1 0 0
## 52 0 0 1
## 53 0 0 0
## 54 -1 -1 -1
## 55 0 0 1
## 56 0 0 1
## 57 1 0 0
## 58 -1 -1 -1
## 59 1 0 0
## 60 0 0 1
## 61 0 0 0
## 62 0 0 0
## 63 0 0 0
## 64 1 0 0
## 65 1 0 0
## 66 1 0 0
## 67 0 0 0
## 68 0 0 1
## 69 -1 -1 -1
## 70 1 0 0
## 71 0 0 0
## 72 0 0 1
## 73 0 0 1
## 74 0 1 0
## 75 1 0 0
## 76 1 0 0
## 77 0 0 0
## 78 1 0 0
## 79 1 0 0
## 80 1 0 0
## 81 1 0 0
## 82 0 0 0
## 83 0 0 1
## 84 0 0 0
## 85 0 0 1
## 86 1 0 0
## 87 -1 -1 -1
## 88 -1 -1 -1
## 89 0 0 0
## 90 0 0 0
## 91 -1 -1 -1
## 92 1 0 0
## 93 -1 -1 -1
## 94 0 0 0
## 95 0 0 0
## 96 0 0 0
## 97 0 0 0
## 98 1 0 0
## 99 -1 -1 -1
## 100 0 0 0
## 101 -1 -1 -1
## 102 1 0 0
## 103 0 0 0
## 104 1 0 0
## 105 0 0 0
## 106 0 0 1
## 107 -1 -1 -1
## 108 1 0 0
## 109 0 0 0
## 110 1 0 0
## 111 1 0 0
## 112 1 0 0
## 113 0 0 0
## 114 1 0 0
## 115 1 0 0
## 116 1 0 0
## 117 0 0 0
## 118 1 0 0
## 119 1 0 0
## 120 1 0 0
## 121 1 0 0
## 122 0 0 0
## 123 0 0 0
## 124 -1 -1 -1
## 125 1 0 0
## 126 1 0 0
## 127 0 0 1
## 128 1 0 0
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## 131 1 0 0
## 132 0 0 0
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## 135 1 0 0
## 136 0 0 0
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## 140 1 0 0
## 141 -1 -1 -1
## 142 1 0 0
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## 147 0 0 0
## 148 -1 -1 -1
## 149 0 0 0
## 150 0 0 0
## 151 1 0 0
## 152 0 0 0
## 153 1 0 0
## 154 0 0 0
## 155 -1 -1 -1
## 156 0 0 0
## 157 0 0 0
## 158 0 0 0
## 159 0 0 0
## 160 0 0 1
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## 162 0 0 0
## 163 1 0 0
## 164 1 0 0
## 165 1 0 0
## 166 1 0 0
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## 168 1 0 0
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## 170 0 0 0
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## 174 0 0 0
## 175 0 0 0
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## 179 -1 -1 -1
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## 182 1 0 0
## 183 0 0 0
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## 185 1 0 0
## 186 1 0 0
## 187 1 0 0
## 188 1 0 0
## 189 -1 -1 -1
## 190 1 0 0
## 191 1 0 0
## 192 0 0 0
## 193 0 0 0
## 194 0 0 0
## 195 -1 -1 -1
## 196 1 0 0
## 197 -1 -1 -1
## 198 1 0 0
## 199 0 0 0
## 200 0 0 0
## 201 1 0 0
## 202 1 0 0
## 203 1 0 0
## 204 -1 -1 -1
## 205 1 0 0
## 206 1 0 0
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## 208 -1 -1 -1
## 209 0 0 0
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## 213 -1 -1 -1
## 214 -1 -1 -1
## 215 1 0 0
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## 217 1 0 0
## 218 1 0 0
## 219 1 0 0
## 220 1 0 0
## 221 0 0 0
## 222 0 0 1
## 223 1 0 0
## 224 1 0 0
## 225 1 0 0
## 226 1 0 0
## 227 1 0 0
## 228 -1 -1 -1
## 229 0 0 0
## 230 1 0 0
## 231 1 0 0
## 232 0 0 0
## 233 1 0 0
## 234 0 0 0
## 235 1 0 0
## 236 1 0 0
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## 238 1 0 0
## 239 1 0 0
## 240 1 0 0
## 241 1 0 0
## 242 1 0 0
## 243 1 0 0
## 244 0 0 0
## 245 0 0 0
## 246 0 0 0
## 247 1 0 0
## 248 0 0 1
## 249 1 0 0
## 250 0 0 0
## 251 -1 -1 -1
## 252 0 0 0
## 253 1 0 0
## 254 1 0 0
## 255 1 0 0
## 256 0 0 0
## 257 1 0 0
## 258 1 0 0
## 259 0 0 0
## 260 -1 -1 -1
## 261 0 0 0
## 262 -1 -1 -1
## 263 -1 -1 -1
## 264 1 0 0
## 265 1 0 0
## 266 1 0 0
## 267 1 0 0
## 268 1 0 0
## 269 1 0 0
## 270 1 0 0
## 271 1 0 0
## 272 1 0 0
## 273 1 0 0
## 274 0 0 0
## 275 0 0 0
## 276 0 0 0
## 277 0 0 0
## 278 0 0 0
## 279 0 0 1
## 280 0 0 0
## 281 1 0 0
## 282 0 0 0
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## 284 0 0 1
## 285 -1 -1 -1
## 286 0 0 1
## 287 1 0 0
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## 289 1 0 0
## 290 0 0 0
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## 292 0 0 0
## 293 0 0 0
## 294 1 0 0
## 295 0 0 0
## 296 1 0 0
## 297 0 0 0
## 298 1 0 0
## 299 0 1 0
## 300 0 0 0
## 301 0 0 0
## 302 -1 -1 -1
## 303 0 0 0
## 304 1 0 0
## 305 1 0 0
## 306 0 0 0
## 307 1 0 0
## 308 -1 -1 -1
## 309 1 0 0
## 310 0 0 0
## 311 1 0 0
## 312 0 0 0
##
## $terms
## sd ~ demo$major
## attr(,"variables")
## list(sd, demo$major)
## attr(,"factors")
## demo$major
## sd 0
## demo$major 1
## attr(,"term.labels")
## [1] "demo$major"
## attr(,"order")
## [1] 1
## attr(,"intercept")
## [1] 1
## attr(,"response")
## [1] 1
## attr(,".Environment")
## <environment: R_GlobalEnv>
##
## attr(,"class")
## [1] "adonis"This shows that the differences in answers are not significant,
according to major.
Self-Efficacy
Now, Self-Efficacy:
And an Adonis test:
## $aov.tab
## Permutation: free
## Number of permutations: 999
##
## Terms added sequentially (first to last)
##
## Df SumsOfSqs MeanSqs F.Model R2 Pr(>F)
## demo$major 8 0.2917 0.036465 1.4652 0.03724 0.174
## Residuals 303 7.5408 0.024887 0.96276
## Total 311 7.8325 1.00000
##
## $call
## adonis(formula = se ~ demo$major)
##
## $coefficients
## self_determition_ave se1 se2 se3
## (Intercept) 3.83832105 4.04947909 4.32263222 4.01604617
## demo$major1 0.14477754 0.06319697 0.08581848 0.06846087
## demo$major2 0.33310752 -0.19233623 -0.32263222 -0.30176045
## demo$major3 0.21882180 0.37909234 0.24879635 0.26966812
## demo$major4 0.16167895 0.95052091 0.67736778 0.98395383
## demo$major5 0.06834561 0.01718758 0.27736778 0.05062050
## demo$major6 -0.19546391 -0.44558299 -0.36159326 -0.39916305
## demo$major7 -0.43832105 -0.04947909 0.17736778 -0.01604617
## demo$major8 -0.22962540 -0.26687039 -0.36611048 -0.23343747
## se4 se5 self_efficacy_ave
## (Intercept) 4.135204920 4.27340367 4.15935321
## demo$major1 0.202823249 0.07870900 0.09980172
## demo$major2 -0.278062063 0.01231061 -0.21649607
## demo$major3 0.293366509 0.01231061 0.24064679
## demo$major4 0.864795080 0.72659633 0.84064679
## demo$major5 -0.001871587 0.25992966 0.12064679
## demo$major6 -0.381958167 -0.32535172 -0.38272984
## demo$major7 -0.135204920 -0.27340367 -0.05935321
## demo$major8 -0.178683181 -0.18644715 -0.24630974
##
## $coef.sites
## 1 2 3 4 5
## (Intercept) 0.10779148 0.092789543 0.093217192 0.092318558 0.10779148
## demo$major1 -0.01150981 -0.005653507 0.004510719 -0.002691794 -0.01150981
## demo$major2 0.01395749 -0.002235637 -0.018982260 0.001731134 0.01395749
## demo$major3 -0.03559870 -0.028547968 -0.029224177 -0.023818856 -0.03559870
## demo$major4 -0.09329873 -0.050365300 0.006461264 -0.049373773 -0.09329873
## demo$major5 -0.02061646 -0.032237080 -0.031076160 -0.031762144 -0.02061646
## demo$major6 0.05290639 0.043455977 0.027164388 0.042651883 0.05290639
## demo$major7 0.01094133 0.018759425 0.016727242 0.007198350 0.01094133
## demo$major8 0.03045924 0.018853634 0.003197816 0.014757749 0.03045924
## 6 7 8 9 10
## (Intercept) 0.119310129 0.175091050 0.10779148 0.100380890 0.576044347
## demo$major1 0.010206074 0.013250741 -0.01150981 0.003383219 0.005788627
## demo$major2 -0.011255334 -0.020011480 0.01395749 -0.007399872 -0.006542763
## demo$major3 -0.012953942 0.005652776 -0.03559870 -0.029273257 0.029946161
## demo$major4 0.029338520 0.043546943 -0.09329873 -0.003606697 0.066467730
## demo$major5 -0.022729987 -0.013959172 -0.02061646 -0.034629429 0.019877442
## demo$major6 0.015336004 0.002515490 0.05290639 0.029656388 -0.044822533
## demo$major7 -0.018967663 -0.022429003 0.01094133 0.009031904 -0.003343469
## demo$major8 -0.005333819 -0.014069309 0.03045924 0.004740146 -0.020419307
## 11 12 13 14 15
## (Intercept) 0.112288342 0.090599070 0.093217192 0.092386298 0.101048991
## demo$major1 0.004467760 0.001076549 0.004510719 0.005431733 -0.006009444
## demo$major2 -0.004889475 -0.010152762 -0.018982260 -0.017574288 -0.005219621
## demo$major3 -0.021865141 -0.029747137 -0.029224177 -0.027795604 -0.034019166
## demo$major4 0.006132710 -0.011734717 0.006461264 0.004387896 -0.049997940
## demo$major5 -0.031207261 -0.036058666 -0.031076160 -0.030848157 -0.030542559
## demo$major6 0.023127197 0.031620371 0.027164388 0.026985110 0.043017328
## demo$major7 -0.002503396 0.018945199 0.016727242 0.014350360 0.019313556
## demo$major8 0.003038177 0.009250659 0.003197816 0.002502653 0.023662598
## 16 17 18 19 20
## (Intercept) 0.092386298 0.100731866 0.094732184 0.103802961 0.106725571
## demo$major1 0.005431733 -0.007869774 0.003789912 -0.010242289 0.010964022
## demo$major2 -0.017574288 0.021872637 -0.007118378 0.016701794 -0.019999820
## demo$major3 -0.027795604 -0.029990676 -0.026891778 -0.033928415 -0.018458775
## demo$major4 0.004387896 -0.100731866 -0.004988594 -0.095056606 0.019102244
## demo$major5 -0.030848157 -0.022281045 -0.035355223 -0.021928139 -0.026815870
## demo$major6 0.026985110 0.052316960 0.030477137 0.052777018 0.022510660
## demo$major7 0.014350360 0.003812064 0.006728855 0.009308979 -0.006381816
## demo$major8 0.002502653 0.027200692 0.004778950 0.029384620 -0.001132370
## 21 22 23 24 25
## (Intercept) 0.092741553 0.193357667 0.139031525 0.1046476310 0.092386298
## demo$major1 0.003676691 0.013576714 0.005174181 0.0077778806 0.005431733
## demo$major2 -0.007784957 -0.020757369 -0.016665871 -0.0141500429 -0.017574288
## demo$major3 -0.026518777 0.002421351 -0.024782821 -0.0233925935 -0.027795604
## demo$major4 -0.006479572 0.052063579 0.021378031 0.0174645802 0.004387896
## demo$major5 -0.035549056 -0.012336217 -0.025501002 -0.0264594799 -0.030848157
## demo$major6 0.030604235 -0.002139395 0.018282658 0.0221952604 0.026985110
## demo$major7 0.008022805 -0.027870198 0.013422010 -0.0009687012 0.014350360
## demo$major8 0.005105166 -0.012365597 -0.005958019 -0.0020770324 0.002502653
## 26 27 28 29 30
## (Intercept) 0.593633127 0.095686135 0.251616532 0.10779148 0.139391152
## demo$major1 0.005933441 -0.001437377 0.013391249 -0.01150981 0.009016442
## demo$major2 -0.005807135 -0.004370034 -0.030304242 0.01395749 -0.017752569
## demo$major3 0.029611531 -0.033813589 0.019493591 -0.03559870 -0.016975868
## demo$major4 0.064903458 -0.033957740 0.056075776 -0.09329873 0.028993728
## demo$major5 0.019864653 -0.030385116 -0.003706156 -0.02061646 -0.021500226
## demo$major6 -0.045251990 0.037137112 -0.013655876 0.05290639 0.012692746
## demo$major7 -0.002661809 0.016440731 -0.012033199 0.01094133 -0.003547131
## demo$major8 -0.019330282 0.017553056 -0.022883167 0.03045924 -0.005754905
## 31 32 33 34 35
## (Intercept) 0.100806428 0.551018215 0.121093828 0.103063427 0.172331629
## demo$major1 -0.008805349 0.007095532 0.010512667 0.004841774 0.016393483
## demo$major2 0.002761770 -0.008202091 -0.011193962 -0.012428402 -0.015126092
## demo$major3 -0.033645126 0.029773153 -0.012884523 -0.016393295 0.004615977
## demo$major4 -0.071220629 0.068029404 0.031448545 -0.002739803 0.050689954
## demo$major5 -0.025140389 0.019253073 -0.022571777 -0.031600187 -0.012460209
## demo$major6 0.048356803 -0.043498338 0.014981957 0.026245129 0.003366278
## demo$major7 0.015896337 -0.004933232 -0.020014014 0.000442048 -0.045679429
## demo$major8 0.026706913 -0.022561498 -0.006392388 0.004277538 -0.013502344
## 36 37 38 39 40
## (Intercept) 0.100064621 0.101427350 0.100474978 0.551018215 0.110497459
## demo$major1 -0.006329137 -0.008668758 0.001210600 0.007095532 0.003314271
## demo$major2 0.012678568 0.020473767 -0.025629969 -0.008202091 -0.022164091
## demo$major3 -0.033532037 -0.031269412 -0.034067676 0.029773153 -0.026431351
## demo$major4 -0.076255097 -0.098494799 0.010636134 0.068029404 0.019372671
## demo$major5 -0.029023691 -0.022505303 -0.028934932 0.019253073 -0.025999940
## demo$major6 0.047419526 0.052378997 0.028175293 -0.043498338 0.021901948
## demo$major7 0.010864812 0.005991047 0.022071547 -0.004933232 0.009490010
## demo$major8 0.025552811 0.027741301 0.006572498 -0.022561498 0.004600323
## 41 42 43 44 45
## (Intercept) 0.098515950 0.102565682 0.095872363 0.096883791 0.10779148
## demo$major1 -0.007870275 -0.003136224 -0.003123202 -0.005548011 -0.01150981
## demo$major2 -0.007068701 -0.011448181 -0.014369572 0.001971640 0.01395749
## demo$major3 -0.031486125 -0.035384606 -0.029069526 -0.032309191 -0.03559870
## demo$major4 -0.047464899 -0.035081019 -0.031256979 -0.051566571 -0.09329873
## demo$major5 -0.030111499 -0.019339827 -0.028258065 -0.034058547 -0.02061646
## demo$major6 0.043930195 0.039487589 0.039799879 0.043185448 0.05290639
## demo$major7 0.021846597 0.015584767 0.019276625 0.017622742 0.01094133
## demo$major8 0.020697017 0.017026134 0.013919846 0.019762913 0.03045924
## 46 47 48 49 50
## (Intercept) 0.162781055 0.46433522 0.343774589 0.119310129 0.094348922
## demo$major1 0.013030010 0.01183171 0.011886169 0.010206074 0.003655191
## demo$major2 -0.010301898 -0.01330659 -0.024333833 -0.011255334 -0.020688505
## demo$major3 -0.006048247 0.03042603 0.022832061 -0.012953942 -0.030950253
## demo$major4 0.047183357 0.06719631 0.072892078 0.029338520 0.008215181
## demo$major5 -0.015890368 0.01268024 0.009347401 -0.022729987 -0.031148683
## demo$major6 0.006847241 -0.03533679 -0.027353112 0.015336004 0.027468597
## demo$major7 -0.034614188 -0.01612034 -0.020819541 -0.018967663 0.018780136
## demo$major8 -0.014343836 -0.02692276 -0.030994852 -0.005333819 0.004447566
## 51 52 53 54 55
## (Intercept) 0.593633127 0.219107083 0.097443670 0.593633127 0.0937759207
## demo$major1 0.005933441 0.014074985 0.007337127 0.005933441 0.0069229838
## demo$major2 -0.005807135 -0.023546408 -0.016035935 -0.005807135 -0.0167238622
## demo$major3 0.029611531 0.012261296 -0.026287615 0.029611531 -0.0259242673
## demo$major4 0.064903458 0.054301157 0.013667441 0.064903458 0.0101201832
## demo$major5 0.019864653 -0.007264924 -0.030256784 0.019864653 -0.0305945902
## demo$major6 -0.045251990 -0.007447323 0.025901052 -0.045251990 0.0263424390
## demo$major7 -0.002661809 -0.031497835 0.004225204 -0.002661809 0.0064747059
## demo$major8 -0.019330282 -0.016484347 -0.001485932 -0.019330282 -0.0001346927
## 56 57 58 59 60
## (Intercept) 0.097443670 0.089784166 0.096546007 0.092993657 0.168308148
## demo$major1 0.007337127 0.001968364 -0.007416129 0.001408080 0.012940827
## demo$major2 -0.016035935 -0.008743503 0.012522375 -0.017948985 -0.026864803
## demo$major3 -0.026287615 -0.028351583 -0.029435810 -0.028035329 -0.004198965
## demo$major4 0.013667441 -0.013834799 -0.075650485 -0.011232650 0.033105280
## demo$major5 -0.030256784 -0.035854498 -0.028528150 -0.035119843 -0.018138737
## demo$major6 0.025901052 0.031464760 0.048126691 0.033364630 0.010477694
## demo$major7 0.004225204 0.016626091 0.011468157 0.019662540 -0.001459901
## demo$major8 -0.001485932 0.008593225 0.021527893 0.009157448 -0.014338867
## 61 62 63 64 65
## (Intercept) 0.099007953 0.1034532499 0.089784166 0.126271084 0.126116204
## demo$major1 -0.009026149 0.0005222043 0.001968364 0.010466694 0.012098628
## demo$major2 0.008728974 -0.0146445646 -0.008743503 -0.010542793 -0.022583983
## demo$major3 -0.032159792 -0.0230634947 -0.028351583 -0.014316714 -0.014348762
## demo$major4 -0.072301721 -0.0188137514 -0.013834799 0.034138472 0.022532445
## demo$major5 -0.027906058 -0.0359779409 -0.035854498 -0.022296046 -0.023579605
## demo$major6 0.048566616 0.0342740037 0.031464760 0.014211523 0.019092585
## demo$major7 0.014817616 0.0122930233 0.016626091 -0.020231051 -0.004940405
## demo$major8 0.023244922 0.0148785334 0.008593225 -0.006935004 -0.003989745
## 66 67 68 69 70
## (Intercept) 0.32249870 0.10558899 0.105534379 0.095960942 0.134387120
## demo$major1 0.01597738 -0.01087645 -0.006298326 0.002693601 0.012131665
## demo$major2 -0.02616464 0.01510731 0.023751335 -0.022872487 -0.010632135
## demo$major3 0.02111782 -0.03541996 -0.028693550 -0.032191314 -0.011321061
## demo$major4 0.07094393 -0.09396108 -0.093629617 0.009470368 0.033997760
## demo$major5 0.00615664 -0.02124734 -0.021681673 -0.030405946 -0.018753727
## demo$major6 -0.02313297 0.05292068 0.051712480 0.027820638 0.013425124
## demo$major7 -0.02444905 0.01034238 -0.005534379 0.020329842 -0.030643329
## demo$major8 -0.02840265 0.03013847 0.023937580 0.005199239 -0.006539965
## 71 72 73 74 75
## (Intercept) 0.1282218160 0.089784166 0.1011979713 0.1512206475 0.10779148
## demo$major1 0.0027442979 0.001968364 -0.0073308921 0.0173586177 -0.01150981
## demo$major2 -0.0244503319 -0.008743503 0.0221134186 -0.0130677091 0.01395749
## demo$major3 -0.0265211518 -0.028351583 -0.0289457332 -0.0008290652 -0.03559870
## demo$major4 0.0240960648 -0.013834799 -0.0982481188 0.0459624511 -0.09329873
## demo$major5 -0.0241691508 -0.035854498 -0.0223387378 -0.0150002936 -0.02061646
## demo$major6 0.0193629688 0.031464760 0.0520573889 0.0091370034 0.05290639
## demo$major7 0.0125813706 0.016626091 0.0004527855 -0.0512206475 0.01094133
## demo$major8 0.0008771484 0.008593225 0.0260268415 -0.0087298142 0.03045924
## 76 77 78 79 80
## (Intercept) 0.098718852 0.101427350 0.584773224 0.138784868 0.100731866
## demo$major1 -0.005065663 -0.008668758 0.005874192 0.010231155 -0.007869774
## demo$major2 0.015036042 0.020473767 -0.006164166 -0.009191590 0.021872637
## demo$major3 -0.026418892 -0.031269412 0.029797899 -0.012176795 -0.029990676
## demo$major4 -0.071528519 -0.098494799 0.065712213 0.017677717 -0.100731866
## demo$major5 -0.027979165 -0.022505303 0.019887930 -0.024171260 -0.022281045
## demo$major6 0.047421900 0.052378997 -0.045155776 0.018616033 0.052316960
## demo$major7 0.001075421 0.005991047 -0.002991046 -0.015950907 0.003812064
## demo$major8 0.017807352 0.027741301 -0.019867316 -0.002225478 0.027200692
## 81 82 83 84 85
## (Intercept) 0.103111801 0.100474978 0.393832522 0.095408384 0.0937759207
## demo$major1 -0.010325018 0.001210600 0.009710302 0.007210411 0.0069229838
## demo$major2 0.005982679 -0.025629969 -0.015975699 -0.016685170 -0.0167238622
## demo$major3 -0.033876118 -0.034067676 0.010809981 -0.025910014 -0.0259242673
## demo$major4 -0.070663424 0.010636134 0.059158931 0.012083473 0.0101201832
## demo$major5 -0.026537426 -0.028934932 0.005253370 -0.030474285 -0.0305945902
## demo$major6 0.048731983 0.028175293 -0.019181213 0.026049787 0.0263424390
## demo$major7 0.016449403 0.022071547 -0.003554066 0.005547528 0.0064747059
## demo$major8 0.024382203 0.006572498 -0.028683442 -0.001130251 -0.0001346927
## 86 87 88 89 90
## (Intercept) 0.0958812710 0.130080432 0.567504503 0.0957307167 0.092447052
## demo$major1 0.0005079925 0.007330954 0.006340080 -0.0023466857 0.004581705
## demo$major2 -0.0086708820 -0.012037016 -0.007002937 0.0001936795 -0.014030832
## demo$major3 -0.0288241728 -0.025323015 0.029996812 -0.0338581703 -0.023085304
## demo$major4 -0.0370577415 0.026382153 0.067110882 -0.0340023216 -0.009644504
## demo$major5 -0.0293426447 -0.023436789 0.019773566 -0.0325327466 -0.034642948
## demo$major6 0.0383263094 0.018785559 -0.044497147 0.0375265212 0.032359726
## demo$major7 0.0132025937 -0.003044790 -0.003779012 0.0163961490 0.007627967
## demo$major8 0.0151282339 -0.004914627 -0.021046507 0.0147609711 0.004743374
## 91 92 93 94 95
## (Intercept) 0.0909740881 0.091077585 0.09522103 0.170268231 0.110856114
## demo$major1 -0.0040349638 0.003135821 0.00015472 0.014670358 -0.006727518
## demo$major2 0.0008169877 -0.014879537 -0.01525560 -0.016094124 0.023690678
## demo$major3 -0.0255750731 -0.024930245 -0.03021617 0.002232772 -0.030909165
## demo$major4 -0.0543887222 -0.015128218 -0.01346002 0.044017484 -0.092892042
## demo$major5 -0.0319731334 -0.034856640 -0.02626657 -0.012936117 -0.020941850
## demo$major6 0.0431324821 0.032941421 0.03379160 0.004305323 0.051102272
## demo$major7 0.0145996229 0.015332672 0.01743517 -0.036469059 -0.003509264
## demo$major8 0.0171314738 0.007289537 0.00835228 -0.010448902 0.024016352
## 96 97 98 99 100
## (Intercept) 0.103802961 0.10018150 0.355989698 0.133033484 0.090599070
## demo$major1 -0.010242289 -0.00451101 0.011436712 0.013602604 0.001076549
## demo$major2 0.016701794 -0.01707427 -0.023727713 -0.015038868 -0.010152762
## demo$major3 -0.033928415 -0.03088153 0.023063275 -0.004230190 -0.029747137
## demo$major4 -0.095056606 -0.02984511 0.072581731 0.035351396 -0.011734717
## demo$major5 -0.021928139 -0.02684478 0.009709151 -0.019808603 -0.036058666
## demo$major6 0.052777018 0.04004412 -0.028108975 0.011560422 0.031620371
## demo$major7 0.009308979 0.02094996 -0.020214362 -0.029289693 0.018945199
## demo$major8 0.029384620 0.01517229 -0.030138262 -0.005276965 0.009250659
## 101 102 103 104 105
## (Intercept) 0.098515950 0.100731866 0.2651107386 0.110241245 0.10779148
## demo$major1 -0.007870275 -0.007869774 0.0152533348 0.008839684 -0.01150981
## demo$major2 -0.007068701 0.021872637 -0.0276417287 -0.013453312 0.01395749
## demo$major3 -0.031486125 -0.029990676 0.0148888785 -0.018458347 -0.03559870
## demo$major4 -0.047464899 -0.100731866 0.0682225947 0.023092088 -0.09329873
## demo$major5 -0.030111499 -0.022281045 0.0006344496 -0.026502205 -0.02061646
## demo$major6 0.043930195 0.052316960 -0.0151139753 0.019453150 0.05290639
## demo$major7 0.021846597 0.003812064 -0.0308918354 -0.008446828 0.01094133
## demo$major8 0.020697017 0.027200692 -0.0246945935 -0.003202167 0.03045924
## 106 107 108 109 110
## (Intercept) 0.31716823 1.049725e-01 0.155184396 0.103218387 0.155036421
## demo$major1 0.01406306 6.174809e-03 0.013793938 0.006944080 0.009987648
## demo$major2 -0.02513693 -1.574754e-02 -0.019970035 -0.016387365 -0.002548219
## demo$major3 0.02315954 -2.608546e-02 -0.007532085 -0.028713613 -0.009166584
## demo$major4 0.07058687 1.633900e-02 0.037798060 0.015202666 0.025519135
## demo$major5 0.00550901 -2.665532e-02 -0.018277712 -0.029473726 -0.019653993
## demo$major6 -0.02346707 2.281788e-02 0.010329944 0.025027155 0.011859115
## demo$major7 -0.02519694 5.302509e-03 -0.018585537 0.006566559 -0.031736275
## demo$major8 -0.03073317 8.194536e-05 -0.007711149 -0.001567911 -0.004779208
## 111 112 113 114 115
## (Intercept) 0.1718463581 0.10558899 0.092386298 0.089784166 0.247392582
## demo$major1 0.0156262907 -0.01087645 0.005431733 0.001968364 0.012836655
## demo$major2 -0.0176722512 0.01510731 -0.017574288 -0.008743503 -0.020492452
## demo$major3 0.0006546448 -0.03541996 -0.027795604 -0.028351583 0.014411599
## demo$major4 0.0424393562 -0.09396108 0.004387896 -0.013834799 0.055289411
## demo$major5 -0.0114976530 -0.02124734 -0.030848157 -0.035854498 -0.005046017
## demo$major6 0.0039517309 0.05292068 0.026985110 0.031464760 -0.009432756
## demo$major7 -0.0380471863 0.01034238 0.014350360 0.016626091 -0.028829423
## demo$major8 -0.0075621433 0.03013847 0.002502653 0.008593225 -0.019482945
## 116 117 118 119 120
## (Intercept) 0.105534379 0.094039128 0.1328236830 0.121411715 0.303820769
## demo$major1 -0.006298326 -0.002467115 -0.0002977491 0.013141520 0.009762113
## demo$major2 0.023751335 0.007403382 -0.0038208438 -0.017180783 -0.030647352
## demo$major3 -0.028693550 -0.027094625 -0.0230411620 -0.013202410 0.016823748
## demo$major4 -0.093629617 -0.054283776 -0.0029535532 0.031130658 0.061258596
## demo$major5 -0.021681673 -0.034624248 -0.0174229174 -0.022497895 0.002966761
## demo$major6 0.051712480 0.042282605 0.0262731712 0.017610219 -0.018865819
## demo$major7 -0.005534379 0.008516480 -0.0128362144 -0.020331900 -0.008231566
## demo$major8 0.023937580 0.016132857 0.0094789392 -0.005714698 -0.022182471
## 121 122 123 124 125
## (Intercept) 0.092386298 0.095960942 0.10558899 0.138027000 0.181568878
## demo$major1 0.005431733 0.002693601 -0.01087645 0.006538687 0.008922824
## demo$major2 -0.017574288 -0.022872487 0.01510731 -0.016575276 -0.018284313
## demo$major3 -0.027795604 -0.032191314 -0.03541996 -0.012883795 0.001431997
## demo$major4 0.004387896 0.009470368 -0.09396108 0.032041027 0.041452705
## demo$major5 -0.030848157 -0.030405946 -0.02124734 -0.021567160 -0.016059284
## demo$major6 0.026985110 0.027820638 0.05292068 0.011743796 0.001396435
## demo$major7 0.014350360 0.020329842 0.01034238 -0.002906745 -0.009871633
## demo$major8 0.002502653 0.005199239 0.03013847 -0.005341216 -0.016733340
## 126 127 128 129 130
## (Intercept) 0.102110690 0.1059574310 0.132638106 0.10558899 0.103070409
## demo$major1 -0.006600333 0.0003665747 0.009336139 -0.01087645 -0.009456934
## demo$major2 0.022879633 -0.0043984136 -0.016909815 0.01510731 0.001628467
## demo$major3 -0.028338219 -0.0271256826 -0.015210282 -0.03541996 -0.033834725
## demo$major4 -0.096193530 -0.0231548833 0.027771450 -0.09396108 -0.070622031
## demo$major5 -0.022027684 -0.0364767756 -0.023024664 -0.02124734 -0.024488001
## demo$major6 0.051922689 0.0349338058 0.013530480 0.05292068 0.048360085
## demo$major7 -0.003371997 0.0109217888 -0.005501026 0.01034238 0.016490796
## demo$major8 0.024986947 0.0096371598 -0.005648296 0.03013847 0.027046772
## 131 132 133 134 135
## (Intercept) 0.177786288 0.1250286210 0.123825297 0.090896895 0.0932896169
## demo$major1 0.014208625 0.0111936433 -0.008075984 -0.002123336 -0.0006822877
## demo$major2 -0.022706718 -0.0233166264 0.024940129 -0.008908547 -0.0140238589
## demo$major3 0.002713499 -0.0151219535 -0.030877823 -0.029069090 -0.0326464479
## demo$major4 0.040851704 0.0197525238 -0.093522266 -0.029168499 -0.0086501184
## demo$major5 -0.013691448 -0.0239548405 -0.019664357 -0.038623055 -0.0353628971
## demo$major6 0.003030897 0.0193868348 0.050018136 0.037658326 0.0322242150
## demo$major7 -0.025124242 -0.0005189698 -0.001484156 0.021229971 0.0224566563
## demo$major8 -0.010660771 -0.0026760721 0.024304499 0.015287707 0.0111662823
## 136 137 138 139 140
## (Intercept) 0.10779148 0.104433782 0.101258613 0.1531927707 0.100806428
## demo$major1 -0.01150981 -0.006987473 0.003013737 0.0177020907 -0.008805349
## demo$major2 0.01395749 -0.004025658 -0.006314208 -0.0130120520 0.002761770
## demo$major3 -0.03559870 -0.032897423 -0.021096641 -0.0007027896 -0.033645126
## demo$major4 -0.09329873 -0.053382731 -0.004484419 0.0482206568 -0.071220629
## demo$major5 -0.02061646 -0.023253464 -0.032542073 -0.0147981570 -0.025140389
## demo$major6 0.05290639 0.045191054 0.025127683 0.0087359801 0.048356803
## demo$major7 0.01094133 0.015928765 0.005478045 -0.0524238193 0.015896337
## demo$major8 0.03045924 0.018952735 0.006987290 -0.0098533034 0.026706913
## 141 142 143 144 145
## (Intercept) 0.1214227547 0.176976891 0.103802961 0.113107533 0.106459959
## demo$major1 0.0071102566 0.016900665 -0.010242289 0.008653985 0.006843887
## demo$major2 0.0002923718 -0.014353484 0.016701794 -0.013509429 -0.016889812
## demo$major3 -0.0189523493 0.004483709 -0.033928415 -0.019548565 -0.029169237
## demo$major4 -0.0103116436 0.054907167 -0.095056606 0.024016213 0.015652252
## demo$major5 -0.0230984276 -0.011912050 -0.021928139 -0.026504030 -0.028879658
## demo$major6 0.0275557324 0.002649098 0.052777018 0.018917640 0.024694195
## demo$major7 -0.0197538805 -0.048500955 0.009308979 -0.007185792 0.007428441
## demo$major8 0.0078739928 -0.015117301 0.029384620 -0.003343938 -0.001723151
## 146 147 148 149 150
## (Intercept) 0.095816295 0.100731866 0.28363808 0.528388990 0.117853220
## demo$major1 -0.006598876 -0.007869774 0.01602853 0.006076643 0.009612341
## demo$major2 0.013922719 0.021872637 -0.01903925 -0.011342423 -0.015425655
## demo$major3 -0.028125344 -0.029990676 0.01278897 0.027987516 -0.028086364
## demo$major4 -0.077852223 -0.100731866 0.06556827 0.067855141 0.023086378
## demo$major5 -0.028317164 -0.022281045 0.00202907 0.017051125 -0.024567989
## demo$major6 0.048045967 0.052316960 -0.01230251 -0.039901711 0.022915913
## demo$major7 0.009263278 0.003812064 -0.03265058 -0.008015967 -0.007772824
## demo$major8 0.020954992 0.027200692 -0.02347457 -0.022069791 -0.003837093
## 151 152 153 154 155
## (Intercept) 0.1718463581 0.10779148 0.092833509 0.097397141 0.0917396547
## demo$major1 0.0156262907 -0.01150981 0.006071680 0.001210173 -0.0048751729
## demo$major2 -0.0176722512 0.01395749 -0.017441849 -0.007612775 -0.0005686375
## demo$major3 0.0006546448 -0.03559870 -0.026617712 -0.023366793 -0.0269209404
## demo$major4 0.0424393562 -0.09329873 0.007490116 -0.028214751 -0.0522259769
## demo$major5 -0.0114976530 -0.02061646 -0.030922299 -0.028102225 -0.0321779393
## demo$major6 0.0039517309 0.05290639 0.026594020 0.038296997 0.0432349462
## demo$major7 -0.0380471863 0.01094133 0.010671966 0.003784364 0.0168317739
## demo$major8 -0.0075621433 0.03045924 0.001109156 0.007739246 0.0177304841
## 156 157 158 159 160
## (Intercept) 0.10779148 0.10779148 0.10779148 0.091413953 0.145443650
## demo$major1 -0.01150981 -0.01150981 -0.01150981 -0.003462912 0.009491589
## demo$major2 0.01395749 0.01395749 0.01395749 0.001000145 -0.017811210
## demo$major3 -0.03559870 -0.03559870 -0.03559870 -0.024469450 -0.012688376
## demo$major4 -0.09329873 -0.09329873 -0.09329873 -0.051658602 0.031026939
## demo$major5 -0.02061646 -0.02061646 -0.02061646 -0.032058232 -0.020475703
## demo$major6 0.05290639 0.05290639 0.05290639 0.042826997 0.013247368
## demo$major7 0.01094133 0.01094133 0.01094133 0.011141654 -0.001538823
## demo$major8 0.03045924 0.03045924 0.03045924 0.015874711 -0.014021029
## 161 162 163 164 165
## (Intercept) 0.102040351 0.0909740881 0.101509834 0.092741553 0.10779148
## demo$major1 0.006125009 -0.0040349638 -0.007188389 0.003676691 -0.01150981
## demo$major2 -0.011815577 0.0008169877 0.010556097 -0.007784957 0.01395749
## demo$major3 -0.020196474 -0.0255750731 -0.034661673 -0.026518777 -0.03559870
## demo$major4 -0.001716726 -0.0543887222 -0.074803603 -0.006479572 -0.09329873
## demo$major5 -0.032573028 -0.0319731334 -0.028332126 -0.035549056 -0.02061646
## demo$major6 0.027211032 0.0431324821 0.047664930 0.030604235 0.05290639
## demo$major7 0.001465124 0.0145996229 0.012315735 0.008022805 0.01094133
## demo$major8 0.006299760 0.0171314738 0.026172945 0.005105166 0.03045924
## 166 167 168 169 170
## (Intercept) 0.093080064 0.092789543 0.093217192 0.10558899 0.096503804
## demo$major1 -0.003352307 -0.005653507 0.004510719 -0.01087645 -0.006537423
## demo$major2 -0.006270497 -0.002235637 -0.018982260 0.01510731 0.008114200
## demo$major3 -0.031207517 -0.028547968 -0.029224177 -0.03541996 -0.029393607
## demo$major4 -0.031351669 -0.050365300 0.006461264 -0.09396108 -0.075608281
## demo$major5 -0.029942383 -0.032237080 -0.031076160 -0.02124734 -0.026453427
## demo$major6 0.038076179 0.043455977 0.027164388 0.05292068 0.047750280
## demo$major7 0.019046802 0.018759425 0.016727242 0.01034238 0.011510360
## demo$major8 0.014499342 0.018853634 0.003197816 0.03013847 0.024225313
## 171 172 173 174 175
## (Intercept) 0.103641709 0.113772428 0.100380890 0.091520018 0.114585055
## demo$major1 -0.006376069 -0.004861759 0.003383219 0.003755204 -0.004148056
## demo$major2 0.023037682 0.019762720 -0.007399872 -0.014741351 0.003335710
## demo$major3 -0.028339736 -0.034145724 -0.029273257 -0.023770683 -0.026331765
## demo$major4 -0.094739632 -0.074017076 -0.003606697 -0.012154939 -0.045402665
## demo$major5 -0.021898929 -0.018355189 -0.034629429 -0.034947114 -0.029536750
## demo$major6 0.051752678 0.045964243 0.029656388 0.032582402 0.040393940
## demo$major7 -0.004275439 -0.002054562 0.009031904 0.011733902 0.009497213
## demo$major8 0.024176918 0.019739806 0.004740146 0.005943352 0.013783726
## 176 177 178 179 180
## (Intercept) 0.108087688 0.503805126 0.166004959 0.114208347 0.0909740881
## demo$major1 -0.006503486 0.008682971 0.009586459 0.007103159 -0.0040349638
## demo$major2 0.023820444 -0.011659991 -0.012359327 -0.017420413 0.0008169877
## demo$major3 -0.029698562 0.028904493 -0.011016268 -0.022425448 -0.0255750731
## demo$major4 -0.093162315 0.070268948 0.039668799 0.019124987 -0.0543887222
## demo$major5 -0.021677630 0.017584119 -0.016372119 -0.027759279 -0.0319731334
## demo$major6 0.051350816 -0.041354819 0.006202302 0.021090132 0.0431324821
## demo$major7 -0.004426576 -0.008286258 -0.015785312 0.008077874 0.0145996229
## demo$major8 0.023894521 -0.026835769 -0.009310775 -0.006132502 0.0171314738
## 181 182 183 184 185
## (Intercept) 0.097990113 0.148382804 0.100848020 0.15146214 0.110341182
## demo$major1 0.001951139 0.010501908 -0.009676064 0.01076282 -0.008541270
## demo$major2 -0.024495940 -0.007634503 0.007129349 -0.01467840 0.007577376
## demo$major3 -0.033852702 -0.002853102 -0.033686719 -0.01852735 -0.026497008
## demo$major4 0.010290142 0.020002076 -0.071262222 0.03734905 -0.062148410
## demo$major5 -0.029641844 -0.021767552 -0.027196081 -0.01929671 -0.025474628
## demo$major6 0.028085386 0.012774741 0.048729819 0.01349759 0.043457386
## demo$major7 0.021439745 -0.023362417 0.015854744 -0.01933140 0.007103145
## demo$major8 0.006124538 -0.001353829 0.024034207 -0.01002333 0.022667799
## 186 187 188 189 190
## (Intercept) 0.143597835 0.0917090567 0.1231684761 0.10558899 0.10779148
## demo$major1 0.012662960 0.0002489613 0.0060230651 -0.01087645 -0.01150981
## demo$major2 -0.018767490 -0.0118543799 -0.0101630684 0.01510731 0.01395749
## demo$major3 -0.008845454 -0.0314345700 -0.0221641255 -0.03541996 -0.03559870
## demo$major4 0.036957721 -0.0099480505 0.0063996302 -0.09396108 -0.09329873
## demo$major5 -0.021293038 -0.0361108753 -0.0300417794 -0.02124734 -0.02061646
## demo$major6 0.012638984 0.0318987017 0.0244108555 0.05292068 0.05290639
## demo$major7 -0.020297689 0.0209471401 -0.0009806111 0.01034238 0.01094133
## demo$major8 -0.008611254 0.0104521769 0.0036510581 0.03013847 0.03045924
## 191 192 193 194 195
## (Intercept) 0.223041936 0.100731866 0.10779148 0.100848020 0.095745541
## demo$major1 0.015430032 -0.007869774 -0.01150981 -0.009676064 -0.004255631
## demo$major2 -0.022714106 0.021872637 0.01395749 0.007129349 0.009802568
## demo$major3 0.013476460 -0.029990676 -0.03559870 -0.033686719 -0.030302919
## demo$major4 0.059976932 -0.100731866 -0.09329873 -0.071262222 -0.059160175
## demo$major5 -0.006486810 -0.022281045 -0.02061646 -0.027196081 -0.025961836
## demo$major6 -0.008440043 0.052316960 0.05290639 0.048729819 0.043001811
## demo$major7 -0.037740647 0.003812064 0.01094133 0.015854744 0.009828170
## demo$major8 -0.019260909 0.027200692 0.03045924 0.024034207 0.016610930
## 196 197 198 199 200
## (Intercept) 0.09755502 0.092441731 0.134583210 0.1011979713 0.10779148
## demo$major1 -0.00817261 -0.003029059 0.009160278 -0.0073308921 -0.01150981
## demo$major2 0.01084600 -0.011044710 -0.009551832 0.0221134186 0.01395749
## demo$major3 -0.03102244 -0.030262102 -0.021581337 -0.0289457332 -0.03559870
## demo$major4 -0.07374550 -0.027826347 0.014065439 -0.0982481188 -0.09329873
## demo$major5 -0.02859639 -0.037878482 -0.025342296 -0.0223387378 -0.02061646
## demo$major6 0.04832398 0.037953952 0.022716111 0.0520573889 0.05290639
## demo$major7 0.01337441 0.022707257 -0.016090059 0.0004527855 0.01094133
## demo$major8 0.02261549 0.015969801 0.001325981 0.0260268415 0.03045924
## 201 202 203 204 205
## (Intercept) 0.092386298 0.096773422 0.094348922 9.897452e-02 0.119933425
## demo$major1 0.005431733 -0.004416913 0.003655191 -5.860108e-03 0.005956559
## demo$major2 -0.017574288 -0.013770594 -0.020688505 8.443624e-05 -0.005317961
## demo$major3 -0.027795604 -0.032066928 -0.030950253 -3.435713e-02 -0.010497242
## demo$major4 0.004387896 -0.026437030 0.008215181 -5.365729e-02 -0.005179326
## demo$major5 -0.030848157 -0.036403085 -0.031148683 -2.347026e-02 -0.032633944
## demo$major6 0.026985110 0.038211192 0.027468597 4.321211e-02 0.025676828
## demo$major7 0.014350360 0.024358037 0.018780136 1.553202e-02 -0.014221541
## demo$major8 0.002502653 0.017208413 0.004447566 2.172438e-02 0.006876875
## 206 207 208 209 210
## (Intercept) 0.593633127 0.104752558 0.101566471 0.092003754 0.118566373
## demo$major1 0.005933441 0.002106829 -0.004877114 -0.002551931 0.011915248
## demo$major2 -0.005807135 -0.006370362 0.006408186 -0.004583791 -0.017968626
## demo$major3 0.029611531 -0.015248808 -0.036949087 -0.029554950 -0.014050541
## demo$major4 0.064903458 -0.021950010 -0.056249251 -0.033180224 0.026214771
## demo$major5 0.019864653 -0.026334481 -0.026004521 -0.029872946 -0.023037198
## demo$major6 -0.045251990 0.032450429 0.042674583 0.037828617 0.018252331
## demo$major7 -0.002661809 -0.004677539 0.012940062 0.017080111 -0.014803610
## demo$major8 -0.019330282 0.007021021 0.021978011 0.013337265 -0.003339316
## 211 212 213 214 215
## (Intercept) 0.093547188 0.0894540538 0.1257914455 0.10018150 0.160842369
## demo$major1 -0.002144462 0.0001435447 0.0056679149 -0.00451101 0.013214471
## demo$major2 0.002694266 -0.0056751183 -0.0216597267 -0.01707427 -0.021438362
## demo$major3 -0.028148173 -0.0249069666 -0.0192745055 -0.03088153 -0.004547599
## demo$major4 -0.056961822 -0.0302640226 0.0208752212 -0.02984511 0.036340730
## demo$major5 -0.032410601 -0.0384963865 -0.0241548627 -0.02684478 -0.018696089
## demo$major6 0.042205243 0.0369464918 0.0160481671 0.04004412 0.009826842
## demo$major7 0.012026523 0.0134802954 0.0085683241 0.02094996 -0.016982720
## demo$major8 0.020145379 0.0122069081 0.0007561222 0.01517229 -0.009644521
## 216 217 218 219 220
## (Intercept) 0.147969366 0.1011979713 0.091077585 0.101427350 0.104286458
## demo$major1 0.009339369 -0.0073308921 0.003135821 -0.008668758 -0.005406831
## demo$major2 -0.018215263 0.0221134186 -0.014879537 0.020473767 -0.003663180
## demo$major3 -0.021425566 -0.0289457332 -0.024930245 -0.031269412 -0.022717380
## demo$major4 0.024444427 -0.0982481188 -0.015128218 -0.098494799 -0.039671074
## demo$major5 -0.024343129 -0.0223387378 -0.034856640 -0.022505303 -0.029860549
## demo$major6 0.019029737 0.0520573889 0.032941421 0.052378997 0.038040788
## demo$major7 -0.003447221 0.0004527855 0.015332672 0.005991047 0.010862530
## demo$major8 -0.001376291 0.0260268415 0.007289537 0.027741301 0.018127309
## 221 222 223 224 225
## (Intercept) 0.136952176 0.10779148 0.10779148 0.158473562 0.192226823
## demo$major1 0.003457928 -0.01150981 -0.01150981 0.003075392 0.015966900
## demo$major2 -0.003421684 0.01395749 0.01395749 -0.005781890 -0.014723284
## demo$major3 -0.008174797 -0.03559870 -0.03559870 -0.019331870 0.002052600
## demo$major4 -0.003618842 -0.09329873 -0.09329873 0.009911318 0.057773177
## demo$major5 -0.018976153 -0.02061646 -0.02061646 -0.026054963 -0.009670917
## demo$major6 0.022801978 0.05290639 0.05290639 0.015755519 0.000327119
## demo$major7 -0.014665955 0.01094133 0.01094133 0.002902374 -0.045046060
## demo$major8 -0.001933524 0.03045924 0.03045924 0.002254315 -0.015650906
## 226 227 228 229 230
## (Intercept) 0.102040351 0.1062780192 0.094348922 0.0945698523 0.103802961
## demo$major1 0.006125009 0.0014047418 0.003655191 0.0004727067 -0.010242289
## demo$major2 -0.011815577 -0.0132680423 -0.020688505 -0.0200979582 0.016701794
## demo$major3 -0.020196474 -0.0323765512 -0.030950253 -0.0292581492 -0.033928415
## demo$major4 -0.001716726 -0.0008467092 0.008215181 -0.0099303539 -0.095056606
## demo$major5 -0.032573028 -0.0310471061 -0.031148683 -0.0343752424 -0.021928139
## demo$major6 0.027211032 0.0301346703 0.027468597 0.0336848345 0.052777018
## demo$major7 0.001465124 0.0100127645 0.018780136 0.0211764209 0.009308979
## demo$major8 0.006299760 0.0091465923 0.004447566 0.0098759866 0.029384620
## 231 232 233 234 235
## (Intercept) 0.37385647 0.099007953 1.098285e-01 1.184822e-01 0.551018215
## demo$major1 0.01224225 -0.009026149 6.138856e-03 4.153243e-03 0.007095532
## demo$major2 -0.02187956 0.008728974 -1.025440e-02 -1.310252e-02 -0.008202091
## demo$major3 0.02429950 -0.032159792 -2.148464e-02 -1.810877e-02 0.029773153
## demo$major4 0.07295204 -0.072301721 4.925634e-03 -6.115239e-05 0.068029404
## demo$major5 0.01115557 -0.027906058 -3.020120e-02 -2.833576e-02 0.019253073
## demo$major6 -0.03059490 0.048566616 2.698673e-02 2.387030e-02 -0.043498338
## demo$major7 -0.01837024 0.014817616 -4.116580e-03 8.668333e-03 -0.004933232
## demo$major8 -0.03125850 0.023244922 8.852743e-05 -2.673352e-04 -0.022561498
## 236 237 238 239 240
## (Intercept) 0.092386298 0.0890193606 0.108122193 0.181568878 0.257421179
## demo$major1 0.005431733 -0.0004515442 0.008707471 0.008922824 0.009671473
## demo$major2 -0.017574288 -0.0058400696 -0.014125332 -0.018284313 -0.020333123
## demo$major3 -0.027795604 -0.0260364492 -0.018103311 0.001431997 0.009910824
## demo$major4 0.004387896 -0.0331187394 0.021445914 0.041452705 0.055320134
## demo$major5 -0.030848157 -0.0383921259 -0.026739251 -0.016059284 -0.003937513
## demo$major6 0.026985110 0.0372808276 0.019632031 0.001396435 -0.011851828
## demo$major7 0.014350360 0.0170004058 -0.007057120 -0.009871633 -0.016312322
## demo$major8 0.002502653 0.0135030000 -0.002836641 -0.016733340 -0.025150214
## 241 242 243 244 245
## (Intercept) 0.092386298 0.143874718 0.097878175 0.10779148 0.1419551697
## demo$major1 0.005431733 0.012228894 0.002107503 -0.01150981 0.0056878136
## demo$major2 -0.017574288 -0.016242279 -0.013319264 0.01395749 -0.0025746564
## demo$major3 -0.027795604 -0.011344491 -0.032873319 -0.03559870 -0.0208813719
## demo$major4 0.004387896 0.032595870 -0.016117169 -0.09329873 0.0145074154
## demo$major5 -0.030848157 -0.018906772 -0.026717444 -0.02061646 -0.0249179056
## demo$major6 0.026985110 0.012030767 0.032834218 0.05290639 0.0192669260
## demo$major7 0.014350360 -0.021429119 0.014778022 0.01094133 -0.0149195278
## demo$major8 0.002502653 -0.007670877 0.011467720 0.03045924 0.0009553335
## 246 247 248 249 250
## (Intercept) 0.218141739 0.090222144 0.137211516 0.248792941 0.100474978
## demo$major1 0.008769332 0.002583532 0.008463579 0.011591415 0.001210600
## demo$major2 -0.022059491 -0.008584390 -0.016519985 -0.031215103 -0.025629969
## demo$major3 0.002694578 -0.027203178 -0.017535311 0.016773718 -0.034067676
## demo$major4 0.050514978 -0.010857064 0.035669840 0.048916983 0.010636134
## demo$major5 -0.010426889 -0.035948420 -0.018425475 -0.004333639 -0.028934932
## demo$major6 -0.006598226 0.031100316 0.014987208 -0.012456256 0.028175293
## demo$major7 -0.004448200 0.013031776 -0.019697245 -0.002499571 0.022071547
## demo$major8 -0.020806737 0.007251567 -0.002063028 -0.019522232 0.006572498
## 251 252 253 254 255
## (Intercept) 0.1250286210 0.096269689 0.117090338 0.096503804 0.122265406
## demo$major1 0.0111936433 -0.006045708 0.006910638 -0.006537423 0.007551470
## demo$major2 -0.0233166264 0.014143252 -0.017492234 0.008114200 -0.016043362
## demo$major3 -0.0151219535 -0.027051867 -0.023531370 -0.029393607 -0.017749574
## demo$major4 0.0197525238 -0.075248668 0.020033408 -0.075608281 0.022515738
## demo$major5 -0.0239548405 -0.028392084 -0.027765747 -0.026453427 -0.024378408
## demo$major6 0.0193868348 0.047765006 0.020561054 0.047750280 0.017302558
## demo$major7 -0.0005189698 0.005855776 0.009407535 0.011510360 0.002244245
## demo$major8 -0.0026760721 0.019736807 -0.006289175 0.024225313 -0.006994164
## 256 257 258 259 260
## (Intercept) 0.091931593 0.101427350 0.101427350 0.102397285 0.492971368
## demo$major1 0.001200399 -0.008668758 -0.008668758 -0.009408014 0.005703404
## demo$major2 -0.004874561 0.020473767 0.020473767 0.018803923 -0.017533882
## demo$major3 -0.024226069 -0.031269412 -0.031269412 -0.032819467 0.022492198
## demo$major4 -0.026100872 -0.098494799 -0.098494799 -0.096549332 0.056578182
## demo$major5 -0.038126378 -0.022505303 -0.022505303 -0.022589567 0.010941127
## demo$major6 0.036505798 0.052378997 0.052378997 0.052555648 -0.032051017
## demo$major7 0.008569342 0.005991047 0.005991047 0.007877056 0.006862831
## demo$major8 0.010141301 0.027741301 0.027741301 0.028787535 -0.014137639
## 261 262 263 264 265
## (Intercept) 0.092386298 0.110241245 0.095408384 0.351438931 0.497615623
## demo$major1 0.005431733 0.008839684 0.007210411 0.006697325 0.008884006
## demo$major2 -0.017574288 -0.013453312 -0.016685170 -0.014727535 -0.013585815
## demo$major3 -0.027795604 -0.018458347 -0.025910014 0.009028898 0.027365297
## demo$major4 0.004387896 0.023092088 0.012083473 0.059349451 0.069204653
## demo$major5 -0.030848157 -0.026502205 -0.030474285 0.002077076 0.015923680
## demo$major6 0.026985110 0.019453150 0.026049787 -0.021224316 -0.040007284
## demo$major7 0.014350360 -0.008446828 0.005547528 -0.007773747 -0.010198366
## demo$major8 0.002502653 -0.003202167 -0.001130251 -0.025003248 -0.024963485
## 266 267 268 269 270
## (Intercept) 0.10779148 0.113420783 0.103802961 0.201723758 0.093839944
## demo$major1 -0.01150981 0.011238764 -0.010242289 0.010586318 0.000238844
## demo$major2 0.01395749 -0.019403036 0.016701794 -0.018453941 -0.001271556
## demo$major3 -0.03559870 -0.019861815 -0.033928415 0.011443480 -0.030811707
## demo$major4 -0.09329873 0.023702963 -0.095056606 0.034639879 -0.037939323
## demo$major5 -0.02061646 -0.026437584 -0.021928139 -0.016167629 -0.030100087
## demo$major6 0.05290639 0.021502163 0.052777018 0.002460169 0.036756582
## demo$major7 0.01094133 -0.007499042 0.009308979 -0.022967587 0.012179822
## demo$major8 0.03045924 -0.002663086 0.029384620 -0.014152436 0.015783128
## 271 272 273 274 275
## (Intercept) 0.0924843868 0.1518338238 0.159046148 0.101427350 0.230861456
## demo$major1 -0.0005457425 0.0125942590 0.009116870 -0.008668758 0.009583874
## demo$major2 -0.0091972303 -0.0165186966 -0.017003765 0.020473767 -0.016162112
## demo$major3 -0.0248329414 0.0002609646 -0.004858947 -0.031269412 0.005656940
## demo$major4 -0.0365837657 0.0369773650 0.033936309 -0.098494799 0.052157412
## demo$major5 -0.0286770169 -0.0179235733 -0.018994600 -0.022505303 -0.008414533
## demo$major6 0.0391465987 0.0070943670 0.005531824 0.052378997 -0.007626320
## demo$major7 0.0135353796 -0.0229099879 -0.011771132 0.005991047 -0.021636722
## demo$major8 0.0114319352 -0.0083206903 -0.008257064 0.027741301 -0.020635335
## 276 277 278 279 280
## (Intercept) 0.1529378763 0.092386298 0.090896895 0.0941229807 0.37989242
## demo$major1 0.0120526397 0.005431733 -0.002123336 0.0009823022 0.01171220
## demo$major2 -0.0176227490 -0.017574288 -0.008908547 -0.0135651754 -0.02121106
## demo$major3 -0.0008430879 -0.027795604 -0.029069090 -0.0285249629 0.02475008
## demo$major4 0.0358733125 0.004387896 -0.029168499 -0.0152586274 0.07309903
## demo$major5 -0.0189643314 -0.030848157 -0.038623055 -0.0261815264 0.01168024
## demo$major6 0.0074016151 0.026985110 0.037658326 0.0335201796 -0.03136141
## demo$major7 -0.0240140403 0.014350360 0.021229971 0.0154212887 -0.01770385
## demo$major8 -0.0056759900 0.002502653 0.015287707 0.0071434273 -0.03115424
## 281 282 283 284 285
## (Intercept) 0.170268231 0.0932896169 0.100209912 0.0917396547 0.098515950
## demo$major1 0.014670358 -0.0006822877 0.007152404 -0.0048751729 -0.007870275
## demo$major2 -0.016094124 -0.0140238589 -0.016099634 -0.0005686375 -0.007068701
## demo$major3 0.002232772 -0.0326464479 -0.027385093 -0.0269209404 -0.031486125
## demo$major4 0.044017484 -0.0086501184 0.014544186 -0.0522259769 -0.047464899
## demo$major5 -0.012936117 -0.0353628971 -0.030273565 -0.0321779393 -0.030111499
## demo$major6 0.004305323 0.0322242150 0.025402067 0.0432349462 0.043930195
## demo$major7 -0.036469059 0.0224566563 0.005501972 0.0168317739 0.021846597
## demo$major8 -0.010448902 0.0111662823 -0.001623081 0.0177304841 0.020697017
## 286 287 288 289 290
## (Intercept) 0.109463030 0.096510284 0.101427350 0.136034003 0.1005850091
## demo$major1 0.009083211 -0.001446232 -0.008668758 0.014863999 -0.0040909074
## demo$major2 -0.012675096 0.008270999 0.020473767 -0.014208765 0.0112601032
## demo$major3 -0.023010622 -0.026445578 -0.031269412 -0.003278730 -0.0267296071
## demo$major4 0.023870303 -0.050356438 -0.098494799 0.040436585 -0.0702819788
## demo$major5 -0.025723990 -0.034239991 -0.022505303 -0.019227378 -0.0256689072
## demo$major6 0.021429926 0.041891475 0.052378997 0.010843718 0.0469824016
## demo$major7 -0.007668613 0.003664588 0.005991047 -0.035047632 -0.0001416792
## demo$major8 -0.004764456 0.014138189 0.027741301 -0.007715488 0.0202822161
## 291 292 293 294 295
## (Intercept) 0.10779148 0.095686135 0.10779148 0.0937759207 0.095816295
## demo$major1 -0.01150981 -0.001437377 -0.01150981 0.0069229838 -0.006598876
## demo$major2 0.01395749 -0.004370034 0.01395749 -0.0167238622 0.013922719
## demo$major3 -0.03559870 -0.033813589 -0.03559870 -0.0259242673 -0.028125344
## demo$major4 -0.09329873 -0.033957740 -0.09329873 0.0101201832 -0.077852223
## demo$major5 -0.02061646 -0.030385116 -0.02061646 -0.0305945902 -0.028317164
## demo$major6 0.05290639 0.037137112 0.05290639 0.0263424390 0.048045967
## demo$major7 0.01094133 0.016440731 0.01094133 0.0064747059 0.009263278
## demo$major8 0.03045924 0.017553056 0.03045924 -0.0001346927 0.020954992
## 296 297 298 299 300
## (Intercept) 0.1040001276 0.109744812 0.567504503 0.105534379 0.10779148
## demo$major1 0.0005316798 0.003547965 0.006340080 -0.006298326 -0.01150981
## demo$major2 -0.0109901507 -0.021411444 -0.007002937 0.023751335 0.01395749
## demo$major3 -0.0299110624 -0.030854687 0.029996812 -0.028693550 -0.03559870
## demo$major4 0.0014311823 0.020125318 0.067110882 -0.093629617 -0.09329873
## demo$major5 -0.0313432171 -0.025247292 0.019773566 -0.021681673 -0.02061646
## demo$major6 0.0278647802 0.023818661 -0.044497147 0.051712480 0.05290639
## demo$major7 0.0122906561 0.010242657 -0.003779012 -0.005534379 0.01094133
## demo$major8 0.0081723980 0.003106977 -0.021046507 0.023937580 0.03045924
## 301 302 303 304 305
## (Intercept) 0.10779148 0.110553355 0.092833509 0.102397285 0.1049229658
## demo$major1 -0.01150981 0.011413676 0.006071680 -0.009408014 0.0068806730
## demo$major2 0.01395749 -0.019324065 -0.017441849 0.018803923 -0.0150631712
## demo$major3 -0.03559870 -0.018770457 -0.026617712 -0.032819467 -0.0201250336
## demo$major4 -0.09329873 0.022779978 0.007490116 -0.096549332 0.0134980868
## demo$major5 -0.02061646 -0.026437550 -0.030922299 -0.022589567 -0.0271694699
## demo$major6 0.05290639 0.022026969 0.026594020 0.052555648 0.0206677279
## demo$major7 0.01094133 -0.008758938 0.010671966 0.007877056 0.0020662815
## demo$major8 0.03045924 -0.002520625 0.001109156 0.028787535 0.0008860064
## 306 307 308 309 310
## (Intercept) 0.095686135 0.090896895 0.2907489792 0.1029606524 0.275394787
## demo$major1 -0.001437377 -0.002123336 0.0115059212 0.0007979346 0.014619883
## demo$major2 -0.004370034 -0.008908547 -0.0289628858 -0.0078905421 -0.025039029
## demo$major3 -0.033813589 -0.029069090 0.0180837325 -0.0256788934 0.015509562
## demo$major4 -0.033957740 -0.029168499 0.0638326941 -0.0270112853 0.068478730
## demo$major5 -0.030385116 -0.038623055 0.0006389784 -0.0273477292 0.001338828
## demo$major6 0.037137112 0.037658326 -0.0191914003 0.0375505728 -0.014413884
## demo$major7 0.016440731 0.021229971 -0.0084277916 0.0060137066 -0.030047918
## demo$major8 0.017553056 0.015287707 -0.0247107420 0.0077187736 -0.025657377
## 311 312
## (Intercept) 0.0937759207 0.191210795
## demo$major1 0.0069229838 0.010401929
## demo$major2 -0.0167238622 -0.003907879
## demo$major3 -0.0259242673 0.003357650
## demo$major4 0.0101201832 0.031810788
## demo$major5 -0.0305945902 -0.017141019
## demo$major6 0.0263424390 0.005180885
## demo$major7 0.0064747059 -0.042036073
## demo$major8 -0.0001346927 -0.006189386
##
## $f.perms
## [,1]
## [1,] 0.8336869
## [2,] 0.9012730
## [3,] 2.1036012
## [4,] 1.2445268
## [5,] 0.8615496
## [6,] 1.3275969
## [7,] 0.4637175
## [8,] 1.6651068
## [9,] 2.5357693
## [10,] 0.9812370
## [11,] 0.4676740
## [12,] 0.5892330
## [13,] 0.8864015
## [14,] 0.3292043
## [15,] 0.6788595
## [16,] 1.3011512
## [17,] 0.4683872
## [18,] 1.0768438
## [19,] 1.3779275
## [20,] 0.3570375
## [21,] 1.2565431
## [22,] 1.5559988
## [23,] 0.7782136
## [24,] 1.2111605
## [25,] 0.9122189
## [26,] 1.3044127
## [27,] 1.4376679
## [28,] 0.7657699
## [29,] 0.6639304
## [30,] 0.5982825
## [31,] 0.3596270
## [32,] 0.5644739
## [33,] 1.5022088
## [34,] 0.8497493
## [35,] 1.3549364
## [36,] 0.7057517
## [37,] 1.1517884
## [38,] 2.4409604
## [39,] 1.4214522
## [40,] 1.1582283
## [41,] 0.4982161
## [42,] 0.4824478
## [43,] 0.5576270
## [44,] 1.2690751
## [45,] 1.4351330
## [46,] 0.2486887
## [47,] 2.2548089
## [48,] 0.9725397
## [49,] 2.1972497
## [50,] 0.4634890
## [51,] 1.3083286
## [52,] 0.6195248
## [53,] 0.9903570
## [54,] 1.6241368
## [55,] 0.6174286
## [56,] 0.8032029
## [57,] 0.8905039
## [58,] 1.6253717
## [59,] 1.1577944
## [60,] 0.5638431
## [61,] 1.3601528
## [62,] 0.4700189
## [63,] 0.8127522
## [64,] 1.9095097
## [65,] 0.8366627
## [66,] 1.5465885
## [67,] 0.7388096
## [68,] 0.6228305
## [69,] 1.4040618
## [70,] 1.0471692
## [71,] 0.5171096
## [72,] 1.2847195
## [73,] 0.7308588
## [74,] 0.3881603
## [75,] 0.9582148
## [76,] 1.3810381
## [77,] 1.5376651
## [78,] 0.7948389
## [79,] 0.8693367
## [80,] 0.3868813
## [81,] 1.3750061
## [82,] 0.5823494
## [83,] 1.2002896
## [84,] 0.3244469
## [85,] 1.0705904
## [86,] 0.8024499
## [87,] 0.9015778
## [88,] 1.3566980
## [89,] 0.8647528
## [90,] 0.6880375
## [91,] 0.7117850
## [92,] 0.9802040
## [93,] 1.2970890
## [94,] 0.6550141
## [95,] 2.5388135
## [96,] 1.1129105
## [97,] 0.6129984
## [98,] 1.1217706
## [99,] 1.4691364
## [100,] 1.4644362
## [101,] 0.8981462
## [102,] 0.4078537
## [103,] 0.6061378
## [104,] 0.6412636
## [105,] 1.0264053
## [106,] 1.0542601
## [107,] 0.9189453
## [108,] 0.6229999
## [109,] 0.7951542
## [110,] 0.4082268
## [111,] 0.7334979
## [112,] 0.6629059
## [113,] 0.7993630
## [114,] 0.7825521
## [115,] 0.6856893
## [116,] 0.9670556
## [117,] 2.0984961
## [118,] 1.1480982
## [119,] 1.2962915
## [120,] 0.5169750
## [121,] 0.7684404
## [122,] 0.7633434
## [123,] 0.5730687
## [124,] 2.1541872
## [125,] 0.7968531
## [126,] 0.8560888
## [127,] 0.4590745
## [128,] 1.3034062
## [129,] 0.3656980
## [130,] 0.9045205
## [131,] 0.7251674
## [132,] 1.2655018
## [133,] 0.7250659
## [134,] 1.5218106
## [135,] 0.5508482
## [136,] 1.3938139
## [137,] 1.7035996
## [138,] 0.8280553
## [139,] 0.9150026
## [140,] 0.2893967
## [141,] 1.6467773
## [142,] 0.8064553
## [143,] 0.6847791
## [144,] 0.9836057
## [145,] 0.7300429
## [146,] 0.7813487
## [147,] 0.7414013
## [148,] 2.0886940
## [149,] 0.5247197
## [150,] 0.6686683
## [151,] 0.8997400
## [152,] 0.8643275
## [153,] 0.5616664
## [154,] 0.5172828
## [155,] 0.6963499
## [156,] 0.9286537
## [157,] 0.4364612
## [158,] 2.9316682
## [159,] 0.4222063
## [160,] 0.4408730
## [161,] 1.0172406
## [162,] 1.4655071
## [163,] 0.5006285
## [164,] 0.7121643
## [165,] 3.9917481
## [166,] 0.8910174
## [167,] 0.9214099
## [168,] 1.3064096
## [169,] 1.1451671
## [170,] 2.3446541
## [171,] 2.1254847
## [172,] 0.9907944
## [173,] 2.1518285
## [174,] 1.2324663
## [175,] 0.3344450
## [176,] 0.9411486
## [177,] 1.4411561
## [178,] 0.7479156
## [179,] 0.9301792
## [180,] 0.9939673
## [181,] 0.5852181
## [182,] 0.6489293
## [183,] 0.9345054
## [184,] 0.4065407
## [185,] 1.1618513
## [186,] 1.0894003
## [187,] 0.8567631
## [188,] 1.2429140
## [189,] 0.5301310
## [190,] 0.9377714
## [191,] 2.1465332
## [192,] 1.5692092
## [193,] 0.5947431
## [194,] 0.8180084
## [195,] 0.6674226
## [196,] 0.5478353
## [197,] 1.3185990
## [198,] 0.9665069
## [199,] 0.7385591
## [200,] 0.7247647
## [201,] 0.8024378
## [202,] 0.8932420
## [203,] 1.1375048
## [204,] 0.8501166
## [205,] 0.6092180
## [206,] 1.5605412
## [207,] 2.1588735
## [208,] 1.0700832
## [209,] 0.4570838
## [210,] 0.9072574
## [211,] 1.2117572
## [212,] 0.8624431
## [213,] 0.6840587
## [214,] 1.4586364
## [215,] 0.6554234
## [216,] 0.5158403
## [217,] 0.6931575
## [218,] 0.4529097
## [219,] 2.4811479
## [220,] 0.5749216
## [221,] 1.1509330
## [222,] 0.9829588
## [223,] 0.5361695
## [224,] 1.6250105
## [225,] 0.4883220
## [226,] 1.1695680
## [227,] 1.2585427
## [228,] 1.7980811
## [229,] 0.5948858
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## [903,] 1.1035970
## [904,] 0.7177855
## [905,] 1.2470312
## [906,] 0.6732102
## [907,] 1.3344442
## [908,] 0.8046383
## [909,] 0.7197096
## [910,] 0.6319230
## [911,] 1.2052072
## [912,] 0.3951585
## [913,] 0.4528874
## [914,] 0.5538076
## [915,] 0.5191700
## [916,] 0.8009021
## [917,] 0.6776954
## [918,] 0.6384346
## [919,] 0.9327961
## [920,] 0.5446576
## [921,] 0.4803583
## [922,] 0.7116651
## [923,] 0.8504268
## [924,] 1.3095689
## [925,] 0.9211569
## [926,] 1.2574338
## [927,] 1.3218901
## [928,] 0.5680374
## [929,] 0.7358356
## [930,] 0.7908206
## [931,] 1.1561787
## [932,] 0.9402612
## [933,] 1.5326258
## [934,] 0.5121368
## [935,] 0.7040315
## [936,] 1.5245933
## [937,] 0.5687161
## [938,] 0.6661395
## [939,] 0.5233294
## [940,] 1.1438956
## [941,] 1.0081359
## [942,] 0.6431390
## [943,] 2.7193739
## [944,] 2.1985433
## [945,] 0.5749123
## [946,] 0.6024781
## [947,] 0.4257110
## [948,] 1.0355666
## [949,] 2.3595030
## [950,] 1.6972742
## [951,] 0.4713768
## [952,] 1.2522658
## [953,] 0.9292031
## [954,] 1.0125378
## [955,] 0.7242651
## [956,] 1.0038251
## [957,] 0.7977626
## [958,] 1.2836879
## [959,] 1.5324853
## [960,] 0.8299792
## [961,] 0.7858903
## [962,] 1.1519821
## [963,] 1.2273749
## [964,] 0.4310301
## [965,] 1.3701543
## [966,] 0.6956569
## [967,] 1.8835492
## [968,] 0.3526655
## [969,] 1.4238846
## [970,] 0.6678777
## [971,] 1.9497843
## [972,] 1.9401900
## [973,] 0.8417261
## [974,] 0.9570475
## [975,] 2.4300429
## [976,] 1.5579420
## [977,] 0.5681539
## [978,] 0.9063078
## [979,] 0.5862367
## [980,] 0.5276108
## [981,] 1.1941814
## [982,] 3.1833818
## [983,] 0.4749166
## [984,] 0.6879155
## [985,] 1.4004547
## [986,] 0.6505464
## [987,] 0.5459178
## [988,] 0.7918849
## [989,] 1.3563854
## [990,] 0.2817473
## [991,] 0.6825878
## [992,] 0.8549079
## [993,] 0.4785544
## [994,] 1.1078023
## [995,] 0.7538326
## [996,] 1.7910499
## [997,] 0.8418109
## [998,] 0.6920941
## [999,] 0.4755564
##
## $model.matrix
## (Intercept) demo$major1 demo$major2 demo$major3 demo$major4 demo$major5
## 1 1 1 0 0 0 0
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## 260 1 -1 -1 -1 -1 -1
## 261 1 1 0 0 0 0
## 262 1 -1 -1 -1 -1 -1
## 263 1 -1 -1 -1 -1 -1
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## demo$major6 demo$major7 demo$major8
## 1 0 0 0
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## 4 1 0 0
## 5 1 0 0
## 6 1 0 0
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## 8 1 0 0
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## 12 1 0 0
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## 51 1 0 0
## 52 0 0 1
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## 54 -1 -1 -1
## 55 0 0 1
## 56 0 0 1
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## 58 -1 -1 -1
## 59 1 0 0
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## 69 -1 -1 -1
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## 88 -1 -1 -1
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##
## $terms
## se ~ demo$major
## attr(,"variables")
## list(se, demo$major)
## attr(,"factors")
## demo$major
## se 0
## demo$major 1
## attr(,"term.labels")
## [1] "demo$major"
## attr(,"order")
## [1] 1
## attr(,"intercept")
## [1] 1
## attr(,"response")
## [1] 1
## attr(,".Environment")
## <environment: R_GlobalEnv>
##
## attr(,"class")
## [1] "adonis"This shows that the differences in answers are not significant,
according to major.
